From 792119f20382d965b7293b1a1f75551d6b59ccc4 Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Mon, 23 Oct 2023 23:48:31 -0600 Subject: [PATCH 01/18] Switch to pyproject.toml install --- .isort.cfg | 5 -- Makefile | 6 +- README.rst | 7 ++ pyproject.toml | 145 +++++++++++++++++++++++++++++++++++ setup.cfg | 10 --- setup.py | 199 ------------------------------------------------- tox.ini | 6 -- 7 files changed, 156 insertions(+), 222 deletions(-) delete mode 100644 .isort.cfg create mode 100644 pyproject.toml delete mode 100644 setup.py delete mode 100644 tox.ini diff --git a/.isort.cfg b/.isort.cfg deleted file mode 100644 index da00084..0000000 --- a/.isort.cfg +++ /dev/null @@ -1,5 +0,0 @@ -[settings] -line_length = 88 -multi_line_output = 3 -include_trailing_comma = True -known_third_party = celery,django,environ,pyquery,pytz,redis,requests,rest_framework diff --git a/Makefile b/Makefile index 737577e..31d0fdb 100644 --- a/Makefile +++ b/Makefile @@ -1,10 +1,12 @@ install: - pip install -r requirements.txt --upgrade - pip install -e . + pip install -e .[dev] pip install pre-commit pre-commit install +book: + cd docs && make html + lint: flake8 diff --git a/README.rst b/README.rst index 0deacc5..587c8f5 100644 --- a/README.rst +++ b/README.rst @@ -41,6 +41,13 @@ SiPANN is distributed on PyPI_ and can be installed with ``pip``: pip install SiPANN +Note that some dependencies (``gdspy``) require building from source. You'll +need the Python3 dev package: + +.. code:: console + + sudo apt-get install python3-dev + Developmental Build ##################### diff --git a/pyproject.toml b/pyproject.toml new file mode 100644 index 0000000..70d9400 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,145 @@ +[project] +name = "SiPANN" +version = "2.0.0" +description = "Artifical Neural Networks for use with Silicon Photonics" +readme = "README.rst" +requires-python = ">=3.8, <3.11" +license = {file = "LICENSE"} +keywords = [ + "photonics", + "simulation", + "circuits", + "science", + "engineering", + "physics", + "artificial", + "neural", + "networks", + "silicon", + "coupling", +] + +# This should be your name or the name of the organization who originally +# authored the project, and a valid email address corresponding to the name +# listed. +authors = [ + {name = "Easton Potokar", email = "eastonpots@byu.edu" }, + {name = "Alec Hammond"}, + {name = "R Scott Collings"}, + {name = "BYU CamachoLab", email = "camacho@byu.edu"} +] + +# This should be your name or the names of the organization who currently +# maintains the project, and a valid email address corresponding to the name +# listed. +maintainers = [ + {name = "Sequoia Ploeg", email = "sequoiap4@gmail.com"}, + {name = "BYU CamachoLab", email = "camacho@byu.edu"} +] + +classifiers = [ + "Development Status :: 4 - Beta", + "Intended Audience :: Education", + "Intended Audience :: Science/Research", + "Intended Audience :: Developers", + "Topic :: Scientific/Engineering", + "License :: OSI Approved :: MIT License", + "Programming Language :: Python :: 3", + "Programming Language :: Python :: 3.8", + "Programming Language :: Python :: 3.9", + "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3 :: Only", + "Operating System :: MacOS", + "Operating System :: Microsoft :: Windows", + "Operating System :: POSIX :: Linux", + "Operating System :: OS Independent", +] + +dependencies = [ + "tensorflow ~= 2.9.1", + "gdspy >= 1.5.2", + "scikit-rf", + "numba", + "numpy>=1.22", + "simphony", + "nlopt==2.7.1", + "matplotlib", + "tables", + "tqdm", +] + +[project.optional-dependencies] +dev = [ + "pre-commit", + "matplotlib", + "bump2version~=1.0.0", + "flake8", + "pytest", + "coverage", + "build", + "pytest", +] +# doc = [ +# "sphinx-book-theme ~= 0.3.3", +# "jupyter-book ~= 0.13.2", +# "matplotlib", +# "numpydoc", +# ] +test = [ + "pytest", + "coverage", +] + +[project.urls] +"Homepage" = "https://sipann.readthedocs.io/en/latest/" +"Documentation" = "https://sipann.readthedocs.io/en/latest/" +"Source" = "https://github.com/BYUCamachoLab/SiPANN" +"Bug Reports" = "https://github.com/BYUCamachoLab/SiPANN/issues" +"Research Group" = "https://camacholab.byu.edu/" + +[tool.setuptools] +include-package-data = true +package-data = {"SiPANN" = [ + "COUPLER/*.npz", + "LR/*.pkl", + "ANN/TIGHT_ANGLE_GAP/*", + "ANN/TIGHT_ANGLE_STRAIGHT/*", + "ANN/TIGHT_ANGLE_BENT_RAND/*", +]} + +[tool.setuptools.packages.find] +include = ["SiPANN"] +# exclude = ["contrib", "docs", "tests", "examples"] +namespaces = false + +[tool.pytest.ini_options] +minversion = "6.0" +addopts = "--maxfail=2 -rf" +testpaths = ["tests"] +norecursedirs = ["LR", "COUPLER", "ANN"] +console_output_style = "progress" +filterwarnings = ["ignore::UserWarning", "ignore::DeprecationWarning"] + +[tool.isort] +profile = "black" +multi_line_output = 3 +include_trailing_comma = true +force_grid_wrap = 0 +use_parentheses = true +line_length = 88 +known_third_party = ["simphony", "jax", "matplotlib", "numpy", "packaging", "tensorflow", "pytest", "scipy"] +known_first_party = ["SiPANN"] + +[build-system] +requires = ["setuptools>=62.0.0", "wheel", "pip<=23.1.2"] +build-backend = "setuptools.build_meta" + +[tool.tox] +legacy_tox_ini = """ + [tox] + envlist = py38 # py39 py310 + + [testenv] + commands = py.test SiPANN + deps = pytest +""" diff --git a/setup.cfg b/setup.cfg index 0a91fde..1964a7d 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,13 +1,3 @@ -[tool:pytest] -addopts = --maxfail=2 -rf -testpaths = tests -norecursedirs = LR COUPLER ANN -console_output_style = progress - -filterwarnings = - ignore::UserWarning - ignore::DeprecationWarning - [flake8] max-line-length = 88 max-complexity = 18 diff --git a/setup.py b/setup.py deleted file mode 100644 index 762794f..0000000 --- a/setup.py +++ /dev/null @@ -1,199 +0,0 @@ -# Always prefer setuptools over distutils -from io import open -from os import path - -from setuptools import find_packages, setup - -# io.open is needed for projects that support Python 2.7 -# It ensures open() defaults to text mode with universal newlines, -# and accepts an argument to specify the text encoding -# Python 3 only projects can skip this import - -here = path.abspath(path.dirname(__file__)) - -# Get the long description from the README file -with open(path.join(here, "README.rst"), encoding="utf-8") as f: - long_description = f.read() - -# Arguments marked as "Required" below must be included for upload to PyPI. -# Fields marked as "Optional" may be commented out. - -setup( - # This is the name of your project. The first time you publish this - # package, this name will be registered for you. It will determine how - # users can install this project, e.g.: - # - # $ pip install sampleproject - # - # And where it will live on PyPI: https://pypi.org/project/sampleproject/ - # - # There are some restrictions on what makes a valid project name - # specification here: - # https://packaging.python.org/specifications/core-metadata/#name - name="SiPANN", # Required - # Versions should comply with PEP 440: - # https://www.python.org/dev/peps/pep-0440/ - # - # For a discussion on single-sourcing the version across setup.py and the - # project code, see - # https://packaging.python.org/en/latest/single_source_version.html - version="2.0.0", # Required - # This is a one-line description or tagline of what your project does. This - # corresponds to the "Summary" metadata field: - # https://packaging.python.org/specifications/core-metadata/#summary - description="Artifical Neural Networks for use with Silicon Photonics", # Optional - # This is an optional longer description of your project that represents - # the body of text which users will see when they visit PyPI. - # - # Often, this is the same as your README, so you can just read it in from - # that file directly (as we have already done above) - # - # This field corresponds to the "Description" metadata field: - # https://packaging.python.org/specifications/core-metadata/#description-optional - long_description=long_description, # Optional - # Denotes that our long_description is in Markdown; valid values are - # text/plain, text/x-rst, and text/markdown - # - # Optional if long_description is written in reStructuredText (rst) but - # required for plain-text or Markdown; if unspecified, "applications should - # attempt to render [the long_description] as text/x-rst; charset=UTF-8 and - # fall back to text/plain if it is not valid rst" (see link below) - # - # This field corresponds to the "Description-Content-Type" metadata field: - # https://packaging.python.org/specifications/core-metadata/#description-content-type-optional - long_description_content_type="text/x-rst", # Optional (see note above) - # This should be a valid link to your project's main homepage. - # - # This field corresponds to the "Home-Page" metadata field: - # https://packaging.python.org/specifications/core-metadata/#home-page-optional - url="https://github.com/contagon/SiPANN", # Optional - # This should be your name or the name of the organization which owns the - # project. - author="Easton Potokar, Alec Hammond, R Scott Collings", # Optional - # This should be a valid email address corresponding to the author listed - # above. - author_email="eastonpots@byu.edu", # Optional - # Classifiers help users find your project by categorizing it. - # - # For a list of valid classifiers, see https://pypi.org/classifiers/ - classifiers=[ # Optional - # How mature is this project? Common values are - # 3 - Alpha - # 4 - Beta - # 5 - Production/Stable - "Development Status :: 4 - Beta", - # Indicate who your project is intended for - "Intended Audience :: Developers", - "Topic :: Software Development :: Build Tools", - # Pick your license as you wish - "License :: OSI Approved :: MIT License", - # Specify the Python versions you support here. In particular, ensure - # that you indicate whether you support Python 2, Python 3 or both. - "Programming Language :: Python :: 3", - "Programming Language :: Python :: 3.7", - "Programming Language :: Python :: 3.8", - "Programming Language :: Python :: 3.9", - "Programming Language :: Python :: 3.10", - ], - # This field adds keywords for your project which will appear on the - # project page. What does your project relate to? - # - # Note that this is a string of words separated by whitespace, not a list. - keywords="artificial neural networks silicon photonics coupling", # Optional - # You can just specify package directories manually here if your project is - # simple. Or you can use find_packages(). - # - # Alternatively, if you just want to distribute a single Python file, use - # the `py_modules` argument instead as follows, which will expect a file - # called `my_module.py` to exist: - # - # py_modules=["my_module"], - # - packages=find_packages( - exclude=["contrib", "docs", "tests", "examples"] - ), # Required - package_data={ - "SiPANN": [ - "COUPLER/*.npz", - "LR/*.pkl", - "ANN/TIGHT_ANGLE_GAP/*", - "ANN/TIGHT_ANGLE_STRAIGHT/*", - "ANN/TIGHT_ANGLE_BENT_RAND/*", - ] - }, - # This field lists other packages that your project depends on to run. - # Any package you put here will be installed by pip when your project is - # installed, so they must be valid existing projects. - # - # For an analysis of "install_requires" vs pip's requirements files see: - # https://packaging.python.org/en/latest/requirements.html - install_requires=[ - "tensorflow", - "gdspy >= 1.5.2", - "scikit-rf", - "numba", - "numpy>=1.22;python_version>='3.8'", - "numpy<1.22;python_version=='3.7'", - "simphony", - "nlopt==2.7.1", - "matplotlib", - "tables", - "tqdm", - ], - # List additional groups of dependencies here (e.g. development - # dependencies). Users will be able to install these using the "extras" - # syntax, for example: - # - # $ pip install sampleproject[dev] - # - # Similar to `install_requires` above, these must be valid existing - # projects. - # If there are data files included in your packages that need to be - # installed, specify them here. - # - # If using Python 2.6 or earlier, then these have to be included in - # MANIFEST.in as well. - # apackage_data={ # Optional - # 'ANN': ['ANN/**/*','LR/*'] - # } -) -""" - - # Although 'package_data' is the preferred approach, in some case you may - # need to place data files outside of your packages. See: - # http://docs.python.org/3.4/distutils/setupscript.html#installing-additional-files - # - # In this case, 'data_file' will be installed into '/my_data' - - data_files=[('my_data', ['data/data_file'])], # Optional - - - # To provide executable scripts, use entry points in preference to the - # "scripts" keyword. Entry points provide cross-platform support and allow - # `pip` to create the appropriate form of executable for the target - # platform. - # - # For example, the following would provide a command called `sample` which - # executes the function `main` from this package when invoked: - entry_points={ # Optional - 'console_scripts': [ - 'sample=sample:main', - ], - }, - # List additional URLs that are relevant to your project as a dict. - # - # This field corresponds to the "Project-URL" metadata fields: - # https://packaging.python.org/specifications/core-metadata/#project-url-multiple-use - # - # Examples listed include a pattern for specifying where the package tracks - # issues, where the source is hosted, where to say thanks to the package - # maintainers, and where to support the project financially. The key is - # what's used to render the link text on PyPI. - project_urls={ # Optional - 'Bug Reports': 'https://github.com/pypa/sampleproject/issues', - 'Funding': 'https://donate.pypi.org', - 'Say Thanks!': 'http://saythanks.io/to/example', - 'Source': 'https://github.com/pypa/sampleproject/', - }, -) -""" diff --git a/tox.ini b/tox.ini deleted file mode 100644 index ebd83ed..0000000 --- a/tox.ini +++ /dev/null @@ -1,6 +0,0 @@ -[tox] -envlist = py37 - -[testenv] -commands = py.test SiPANN -deps = pytest From 285743f5d3c2730e29b642532f3bbb0a0d44b1f0 Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Mon, 30 Oct 2023 16:26:47 -0600 Subject: [PATCH 02/18] Update requirements, license text, and python versions --- pyproject.toml | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 70d9400..f2300d2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -3,8 +3,8 @@ name = "SiPANN" version = "2.0.0" description = "Artifical Neural Networks for use with Silicon Photonics" readme = "README.rst" -requires-python = ">=3.8, <3.11" -license = {file = "LICENSE"} +requires-python = ">=3.8, <3.12" +license = {text = "MIT"} keywords = [ "photonics", "simulation", @@ -48,6 +48,7 @@ classifiers = [ "Programming Language :: Python :: 3.8", "Programming Language :: Python :: 3.9", "Programming Language :: Python :: 3.10", + "Programming Language :: Python :: 3.11", "Programming Language :: Python :: 3 :: Only", "Operating System :: MacOS", "Operating System :: Microsoft :: Windows", @@ -56,7 +57,7 @@ classifiers = [ ] dependencies = [ - "tensorflow ~= 2.9.1", + "tensorflow", "gdspy >= 1.5.2", "scikit-rf", "numba", From 490b3e06c5c902c9bd7e50b9706a23719da22efe Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Mon, 30 Oct 2023 16:27:01 -0600 Subject: [PATCH 03/18] Note on installing when a GPU is present --- README.rst | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/README.rst b/README.rst index 587c8f5..eab3447 100644 --- a/README.rst +++ b/README.rst @@ -48,6 +48,15 @@ need the Python3 dev package: sudo apt-get install python3-dev +SiPANN depends on TensorFlow. This is a large package (~500 MB)! Installation +may take a while. Additionally, if you're on a machine with a GPU, you'll need +to install CUDA. Alternatively, you can tell TensorFlow to ignore the GPU +by first setting the environment variable: + +.. code:: console + + export CUDA_VISIBLE_DEVICES=0 + Developmental Build ##################### From e3550092a96e1d6f84fef78550ea0a9646fe1667 Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Mon, 30 Oct 2023 16:27:26 -0600 Subject: [PATCH 04/18] Make sure all arguments are properly cast to arrays (jax/sax compatability) --- SiPANN/scee.py | 6 +----- 1 file changed, 1 insertion(+), 5 deletions(-) diff --git a/SiPANN/scee.py b/SiPANN/scee.py index 33de86c..3d21696 100644 --- a/SiPANN/scee.py +++ b/SiPANN/scee.py @@ -162,12 +162,8 @@ def clean_inputs(inputs): inputs : tuple returns all inputs as same size ndarrays """ - - inputs = list(inputs) # make all scalars into numpy arrays - for i in range(len(inputs)): - if np.isscalar(inputs[i]): - inputs[i] = np.array([inputs[i]]) + inputs = [np.array(i).reshape(-1) for i in list(inputs)] # take largest size of numpy arrays, or set value (if it's not 0) n = max(len(i) for i in inputs) From c4348b37dfe5260b28328952b50bf698c87cc4c1 Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Mon, 30 Oct 2023 16:55:13 -0600 Subject: [PATCH 05/18] Move simphony integrations to simphony --- SiPANN/scee_int.py | 157 --------------------------------------------- 1 file changed, 157 deletions(-) delete mode 100644 SiPANN/scee_int.py diff --git a/SiPANN/scee_int.py b/SiPANN/scee_int.py deleted file mode 100644 index 1913823..0000000 --- a/SiPANN/scee_int.py +++ /dev/null @@ -1,157 +0,0 @@ -import numpy as np -from simphony import Model -from simphony.layout import Circuit -from simphony.pins import Pin, PinList -from simphony.tools import freq2wl, wl2freq - -######################################################################## -####### This file contains integration of SCEE into various other ###### -####### tools, allowing for cascading of complex structures ###### -######################################################################## - - -def export_interconnect(sparams, wavelength, filename, clear=True): - """Exports scattering parameters to a file readable by interconnect. - - Parameters - ----------- - sparams : ndarray - Numpy array of size (N, d, d) where N is the number of frequency points and d the number of ports - wavelength : ndarray - Numpy array of wavelengths (in nm, like the rest of SCEE) of size (N) - filename : string - Location to save file - clear : bool, optional - If True, empties the file first. Defaults to True. - """ - # set things up - _, d, _ = sparams.shape - if clear: - open(filename, "w").close() - with open(filename, "ab") as file: - # make frequencies - freq = wl2freq(wavelength * 1e-9) - - # iterate through sparams saving - for in_ in range(d): - for out in range(d): - # put things together - sp = sparams[:, in_, out] - temp = np.vstack((freq, np.abs(sp), np.unwrap(np.angle(sp)))).T - - # Save header - header = ( - f'("port {out+1}", "TE", 1, "port {in_+1}", 1, "transmission")\n' - ) - header += f"{temp.shape}" - - # save data - np.savetxt(file, temp, header=header, comments="") - - -class SimphonyWrapper(Model): - """Class that wraps SCEE models for use in simphony. - - Model passed into class CANNOT have varying geometries, as a device such as this - can't be cascaded properly. - - Parameters - ----------- - model : DC - Chosen compact model from ``SiPANN.scee`` module. Can be any model that inherits from - the DC abstract class - sigmas : dict, optional - Dictionary mapping parameters to sigma values for use in monte_carlo simulations. Note sigmas should - be in values of nm. Defaults to an empty dictionary. - """ - - def __init__(self, model, sigmas=dict()): - self.model = model - self.sigmas = sigmas - self.pins = PinList( - [ - Pin(self.model, "n1"), - Pin(self.model, "n2"), - Pin(self.model, "n3"), - Pin(self.model, "n4"), - ] - ) #: The default pin names of the device - self.model.pins = self.pins - self.model.circuit = Circuit(self.model) - - self.model.freq_range = ( - 182800279268292.0, - 205337300000000.0, - ) #: The valid frequency range for this model. - - self.model.s_parameters = self.s_parameters - self.model.monte_carlo_s_parameters = self.monte_carlo_s_parameters - self.model.regenerate_monte_carlo_parameters = ( - self.regenerate_monte_carlo_parameters - ) - - # save actual parameters for switching back from monte_carlo - self.og_params = self.model.__dict__.copy() - self.rand_params = {} - - # make sure there's no varying geometries - args = self.model._clean_args(None) - if len(args[0]) != 1: - raise ValueError( - "You have changing geometries, use in simphony doesn't make sense!" - ) - - self.regenerate_monte_carlo_parameters() - - def s_parameters(self, freq): - """Get the s-parameters of SCEE Model. - - Parameters - ---------- - freq : np.ndarray - A frequency array to calculate s-parameters over (in Hz). - - Returns - ------- - s : np.ndarray - Returns the calculated s-parameter matrix. - """ - # convert wavelength to frequency - wl = freq2wl(freq) * 1e9 - - return self.model.sparams(wl) - - def monte_carlo_s_parameters(self, freq): - """Get the s-parameters of SCEE Model with slightly changed parameters. - - Parameters - ---------- - freq : np.ndarray - A frequency array to calculate s-parameters over (in Hz). - - Returns - ------- - s : np.ndarray - Returns the calculated s-parameter matrix. - """ - wl = freq2wl(freq) * 1e9 - - # perturb params and get sparams - self.model.update(**self.rand_params) - sparams = self.model.sparams(wl) - - # restore parameters to originals - self.model.update(**self.og_params) - - return sparams - - def regenerate_monte_carlo_parameters(self): - """Varies parameters based on passed in sigma dictionary. - - Iterates through sigma dictionary to change each of those - parameters, with the mean being the original values found in - model. - """ - # iterate through all params that should be tweaked - for param, sigma in self.sigmas.items(): - self.rand_params[param] = np.random.normal(self.og_params[param], sigma) From 6403ef6f12fb9a6b118f2fe51d8e18f6d8950e30 Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Mon, 30 Oct 2023 17:02:31 -0600 Subject: [PATCH 06/18] Add some tests for importability --- tests/test_comp.py | 9 +++++++++ tests/test_import_nn.py | 6 ++++++ tests/test_nn.py | 6 ++++++ tests/test_sample.py | 5 ----- tests/test_scee.py | 6 ++++++ tests/test_scee_opt.py | 7 +++++++ 6 files changed, 34 insertions(+), 5 deletions(-) create mode 100644 tests/test_comp.py create mode 100644 tests/test_import_nn.py create mode 100644 tests/test_nn.py delete mode 100644 tests/test_sample.py create mode 100644 tests/test_scee.py create mode 100644 tests/test_scee_opt.py diff --git a/tests/test_comp.py b/tests/test_comp.py new file mode 100644 index 0000000..ee001b3 --- /dev/null +++ b/tests/test_comp.py @@ -0,0 +1,9 @@ +import pytest + +from SiPANN.comp import racetrack_sb_rr + + +class Test_racetrack_sb_rr: + def test_warnings(self): + with pytest.warns(UserWarning): + racetrack_sb_rr(400, 240, 5000, 90, 5000, sw_angle=90, loss=[0.99]) diff --git a/tests/test_import_nn.py b/tests/test_import_nn.py new file mode 100644 index 0000000..a8c58a7 --- /dev/null +++ b/tests/test_import_nn.py @@ -0,0 +1,6 @@ +import SiPANN.import_nn + + +class TestImportNN: + def test_import_nn(self): + assert SiPANN.import_nn is not None diff --git a/tests/test_nn.py b/tests/test_nn.py new file mode 100644 index 0000000..d9a6e3c --- /dev/null +++ b/tests/test_nn.py @@ -0,0 +1,6 @@ +import SiPANN.nn + + +class TestModule_nn: + def test_nn(self): + assert SiPANN.nn is not None diff --git a/tests/test_sample.py b/tests/test_sample.py deleted file mode 100644 index a7e2005..0000000 --- a/tests/test_sample.py +++ /dev/null @@ -1,5 +0,0 @@ -# Sample Test passing with nose and pytest - - -def test_pass(): - assert True, "dummy sample test" diff --git a/tests/test_scee.py b/tests/test_scee.py new file mode 100644 index 0000000..ef5209b --- /dev/null +++ b/tests/test_scee.py @@ -0,0 +1,6 @@ +import SiPANN.scee + + +class TestModule_scee: + def test_scee(self): + assert SiPANN.scee is not None diff --git a/tests/test_scee_opt.py b/tests/test_scee_opt.py new file mode 100644 index 0000000..f6c09cf --- /dev/null +++ b/tests/test_scee_opt.py @@ -0,0 +1,7 @@ +import SiPANN.scee_opt + + +class TestModule_scee_opt: + def test_scee_opt(self): + assert SiPANN.scee_opt is not None + \ No newline at end of file From 4cc66cd568d2afe8240b99de5be09250c74a5d3f Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Mon, 30 Oct 2023 17:02:38 -0600 Subject: [PATCH 07/18] Docstring fixes --- SiPANN/comp.py | 32 +++++++++++++++++--------------- 1 file changed, 17 insertions(+), 15 deletions(-) diff --git a/SiPANN/comp.py b/SiPANN/comp.py index 45b99ff..c7eb2a0 100644 --- a/SiPANN/comp.py +++ b/SiPANN/comp.py @@ -1,3 +1,7 @@ +""" +Similarly to before, we initialize all ANN's and regressions as global objects to speed things up. +""" + import warnings from abc import ABC, abstractmethod @@ -11,9 +15,7 @@ from SiPANN.nn import bentWaveguide, straightWaveguide from SiPANN.scee import HalfRacetrack, clean_inputs, get_coeffs -""" -Similarly to before, we initialize all ANN's and regressions as global objects to speed things up. -""" + cross_file = pkg_resources.resource_filename("SiPANN", "LR/DC_coeffs.pkl") DC_coeffs = ImportLR(cross_file) @@ -30,18 +32,18 @@ class racetrack_sb_rr: Parameters ---------- - width : float or ndarray - Width of the waveguide in nm - thickness : float or ndarray - Thickness of waveguide in nm - radius : float or ndarray - Distance from center of ring to middle of waveguide in nm. - gap : float or ndarray - Minimum distance from ring waveguide edge to straight waveguide edge in nm. - length : float or ndarray - Length of straight portion of ring waveguide in nm. - sw_angle : float or ndarray, optional - Sidewall angle of waveguide from horizontal in degrees. Defaults to 90. + width : float or ndarray + Width of the waveguide in nm + thickness : float or ndarray + Thickness of waveguide in nm + radius : float or ndarray + Distance from center of ring to middle of waveguide in nm. + gap : float or ndarray + Minimum distance from ring waveguide edge to straight waveguide edge in nm. + length : float or ndarray + Length of straight portion of ring waveguide in nm. + sw_angle : float or ndarray, optional + Sidewall angle of waveguide from horizontal in degrees. Defaults to 90. """ def __init__(self, width, thickness, radius, gap, length, sw_angle=90, loss=[0.99]): From 4aaac02ae030cb288217e79b4411216006fef6f0 Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Mon, 30 Oct 2023 17:02:46 -0600 Subject: [PATCH 08/18] Don't fail early with pytest --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index f2300d2..5077d24 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -115,7 +115,7 @@ namespaces = false [tool.pytest.ini_options] minversion = "6.0" -addopts = "--maxfail=2 -rf" +# addopts = "--maxfail=2 -rf" testpaths = ["tests"] norecursedirs = ["LR", "COUPLER", "ANN"] console_output_style = "progress" From 7d6e7943e9120a9c7fdf4460efb711328b4a81a8 Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Mon, 30 Oct 2023 18:16:49 -0600 Subject: [PATCH 09/18] Change docs to jupyterbook --- .gitignore | 121 ++++++++++- CHANGELOG.md | 64 ++++++ README.md | 117 +++++++++++ README.rst | 137 ------------- docs/Makefile | 20 -- docs/_config.yml | 91 +++++++++ docs/_toc.yml | 29 +++ docs/{source => }/api/comp.rst | 0 docs/{source => }/api/nn.rst | 0 docs/{source => }/api/nn_utils.rst | 0 docs/{source => }/api/scee.rst | 0 docs/{source => }/api/scee_int.rst | 7 +- docs/{source => }/api/scee_opt.rst | 0 docs/changelog/1.3.1-changelog.md | 5 - docs/changelog/1.3.2-changelog.md | 14 -- docs/changelog/1.4.0-changelog.md | 12 -- docs/changelog/2.0.0-changelog.md | 14 -- docs/index.md | 5 + docs/{source => }/installing.rst | 0 docs/logo.png | Bin 0 -> 9854 bytes docs/make.bat | 35 ---- docs/references.bib | 56 ++++++ docs/source/conf.py | 67 ------- docs/source/index.rst | 22 -- docs/source/requirements.txt | 2 - .../source/tutorials/ExportToInterConnect.rst | 44 ---- docs/source/tutorials/HalfRing.rst | 104 ---------- docs/source/tutorials/InverseDesign.rst | 189 ------------------ docs/source/tutorials/PreMadeCouplers.rst | 111 ---------- docs/source/tutorials/Simphony.rst | 183 ----------------- .../tutorials}/ExportToInterConnect.ipynb | 4 +- .../tutorials}/HalfRing.ipynb | 6 +- .../HalfRing_files/HalfRing_11_0.png | Bin .../HalfRing_files/HalfRing_13_0.png | Bin .../tutorials/HalfRing_files/gdsView.png | Bin .../tutorials}/InverseDesign.ipynb | 15 +- .../InverseDesign_12_0.png | Bin .../InverseDesign_15_1.png | Bin .../InverseDesign_18_0.png | Bin .../InverseDesign_files/InverseDesign_4_1.png | Bin .../tutorials/InverseDesign_files/coupler.png | Bin .../InverseDesign_files/splitter.png | Bin .../tutorials}/PreMadeCouplers.ipynb | 11 +- .../PreMadeCouplers_11_0.png | Bin .../PreMadeCouplers_6_0.png | Bin .../PreMadeCouplers_files/crossover.png | Bin .../PreMadeCouplers_files/splitter.png | Bin .../tutorials}/Simphony.ipynb | 13 +- .../Simphony_files/Simphony_10_1.png | Bin .../Simphony_files/Simphony_15_0.png | Bin .../Simphony_files/Simphony_17_0.png | Bin .../tutorials}/split_25_75.npz | Bin .../tutorials}/split_45_55_1530.npz | Bin 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b/.gitignore index 3547c0a..b63eb1c 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,115 @@ -**/.ipynb_checkpoints -**/__pycache__ -SiPANN.egg-info/ -**/build -**/.vscode -dist/* +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +.hypothesis/ +.pytest_cache/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/build/ +docs/_build/ +docs/source/reference/api/ +docs/api/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# pyenv +.python-version + +# celery beat schedule file +celerybeat-schedule + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ +nojax/ +py38/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ + +# VSCode +.vscode + +# Mac users +.DS_Store diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 0000000..5a8b3d6 --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1,64 @@ +# Changelog + +The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/), +and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html). + +--- + +## [2.0.0](https://github.com/BYUCamachoLab/SiPANN/releases/tag/v2.0.0) - 2022-07-06 + +Maintenance update and drop support for Python 3.6. + +### Added +- None + +### Changed +- Bug fix for `SimphonyWrapper` class in `scee_int.py`. Changed tuple of `str` to `PinList`. [Check this PR for more details.](https://github.com/BYUCamachoLab/SiPANN/pull/24) +- Bug fix in `nn.py` [See here for more info.](https://github.com/BYUCamachoLab/SiPANN/pull/29) +- Code cleanup [See here for more info.](https://github.com/BYUCamachoLab/SiPANN/pull/27) + +### Removed +- Support for Python 3.6 + + +--- + +## [1.4.0](https://github.com/BYUCamachoLab/SiPANN/releases/tag/v1.4.0) - 2022-06-13 + +Maintenance update. + +### Added +- None + +### Changed +- Correct "invalid ports" errors (fixed some conditional statements). + +### Removed +- None + +--- + +## [1.3.2](https://github.com/BYUCamachoLab/SiPANN/releases/tag/v1.3.2) - 2022-05-16 + +Maintenance update. + +### Added +- None + +### Changed +- Code cleanup (changed some syntax to be more Pythonic). +- Modified some code to work with the latest version of + [Simphony](https://github.com/BYUCamachoLab/simphony). + +### Removed +- None + +--- + +## [1.3.1](https://github.com/BYUCamachoLab/SiPANN/releases/tag/v1.3.1) - + +This version is mostly a maintenance update. We have added + +* Continuous Integration via github actions +* precommit hooks to keep code maintained +* Small bug fix in `SiPANN.scee.Waveguide`. It should now work properly with `SiPANN.scee_int.SimphonyWrapper`. diff --git a/README.md b/README.md new file mode 100644 index 0000000..74440b6 --- /dev/null +++ b/README.md @@ -0,0 +1,117 @@ +# SiPANN 2.0.0 + +
+PyPI Version +Build Status +pre-commit +Documentation Status +License +Latest Commit +
+ +**Si**licon **P**hotonics with **A**rtificial **N**eural **N**etworks. SiPANN aims to implement various silicon photonics simulators based on machine learning techniques found in literature. The majority of these techniques are linear regression or neural networks. As a results SiPANN can return scattering parameters of (but not limited to) + +* Half Rings +* Arbitrarily shaped directional couplers +* Racetrack Resonators +* Waveguides + +And with the help of [simphony](https://github.com/BYUCamachoLab/simphony) and +SiPANN's accompanying simphony wrapper + +* Ring Resonators +* Doubly Coupled Rings +* Hybrid Devices (ie Green Machine) + +## Installation + +SiPANN is distributed via [PyPI](https://pypi.org/project/SiPANN/) and can be installed with ``pip``: + +```{bash} +pip install SiPANN +``` + +Note that some dependencies (``gdspy``) require building from source. You'll +need the Python3 dev package: + +```{bash} +sudo apt-get install python3-dev +``` + +SiPANN depends on TensorFlow. This is a large package (~500 MB)! Installation +may take a while. Additionally, if you're on a machine with a GPU, you'll need +to install CUDA. Alternatively, you can tell TensorFlow to ignore the GPU +by first setting the environment variable: + +```{bash} +export CUDA_VISIBLE_DEVICES=0 +``` + +## Developmental Build + +If you want a developmental build, it can be had by executing + +```{bash} +git clone https://github.com/contagon/SiPANN.git +pip install -e SiPANN/ +``` + +This development version allows you to make changes to this code directly (or pull changes from GitHub) without having to reinstall SiPANN each time. + +You should then be able to run the examples and tutorials in the examples folder, and call SiPANN from any other python file. + +````{note} + +If installing on Windows, one of SiPANN's dependencies, ``gdspy``, requires a C compiler for installation. This can be bypassed by first installing the ``gdspy`` wheel. This is done by downloading the wheel from [gdspy](https://github.com/heitzmann/gdspy/releases), navigating to the location of the wheel, and executing + +```{bash} +pip install gds*.whl +``` + +After this simply install SiPANN using your desired method. +```` + +## References + +SiPANN is based on a variety of methods found in various papers, including: + +[1] A. Hammond, E. Potokar, and R. Camacho, "Accelerating silicon photonic parameter extraction using artificial neural networks," OSA Continuum 2, 1964-1973 (2019). + +## Bibtex citation + +``` +@misc{SiP-ANN_2019, + title={SiP-ANN}, + author={Easton Potokar, Alec M. Hammond, Ryan M. Camacho}, + year={2019}, + publisher={GitHub}, + howpublished={{https://github.com/contagon/SiP-ANN}} +} +``` + +## Releasing + +Make sure you have committed a changelog file titled +"[major].[minor].[patch]-changelog.md" before bumping version. + +To bump version prior to a release, run one of the following commands: + +```{bash} +bumpversion major +bumpversion minor +bumpversion patch +``` + +This will automatically create a git tag in the repository with the +corrresponding version number and commit the modified files (where version +numbers were updated). Pushing the tags (a manual process) to the remote will +automatically create a new release. Releases are automatically published to +PyPI and GitHub when git tags matching the "v*" pattern are created +(e.g. "v0.2.1"), as bumpversion does. + +To view the tags on the local machine, run ``git tag``. To push the tags to +the remote server, you can run ``git push origin ``. + +For code quality, please run isort and black before committing (note that the +latest release of isort may not work through VSCode's integrated terminal, and +it's safest to run it separately through another terminal). diff --git a/README.rst b/README.rst deleted file mode 100644 index eab3447..0000000 --- a/README.rst +++ /dev/null @@ -1,137 +0,0 @@ -************************** -SiPANN 2.0.0 -************************** -.. image:: https://img.shields.io/pypi/v/SiPANN.svg - :target: https://pypi.python.org/pypi/SiPANN - :alt: Pypi Version -.. image:: https://readthedocs.org/projects/sipann/badge/?version=latest - :target: https://sipann.readthedocs.io/en/latest/?badge=latest - :alt: Documentation Status -.. image:: https://img.shields.io/pypi/l/sphinx_rtd_theme.svg - :target: https://pypi.python.org/pypi/sphinx_rtd_theme/ - :alt: License -.. image:: https://img.shields.io/github/last-commit/contagon/SiPANN.svg - :target: https://github.com/contagon/SiPANN/commits/master - :alt: Latest Commit -.. image:: https://github.com/contagon/SiPANN/workflows/build%20(pip)/badge.svg - :target: https://github.com/contagon/SiPANN/actions?query=workflow%3A%22build+%28pip%29%22 - :alt: build - -**Si**\ licon **P**\ hotonics with **A**\ rtificial **N**\ eural **N**\ etworks. SiPANN aims to implement various silicon photonics simulators based on machine learning techniques found in literature. The majority of these techniques are linear regression or neural networks. As a results SiPANN can return scattering parameters of (but not limited to) - -* Half Rings -* Arbitrarily shaped directional couplers -* Racetrack Resonators -* Waveguides - -And with the help of `simphony`_ and SiPANN's accompanying simphony wrapper - -* Ring Resonators -* Doubly Coupled Rings -* Hybrid Devices (ie Green Machine) - -.. _simphony: https://github.com/BYUCamachoLab/simphony - -Installation -============= - -SiPANN is distributed on PyPI_ and can be installed with ``pip``: - -.. code:: console - - pip install SiPANN - -Note that some dependencies (``gdspy``) require building from source. You'll -need the Python3 dev package: - -.. code:: console - - sudo apt-get install python3-dev - -SiPANN depends on TensorFlow. This is a large package (~500 MB)! Installation -may take a while. Additionally, if you're on a machine with a GPU, you'll need -to install CUDA. Alternatively, you can tell TensorFlow to ignore the GPU -by first setting the environment variable: - -.. code:: console - - export CUDA_VISIBLE_DEVICES=0 - -Developmental Build -##################### - - -If you want a developmental build, it can be had by executing - -.. code:: console - - git clone https://github.com/contagon/SiPANN.git - pip install -e SiPANN/ - - -This development version allows you to make changes to this code directly (or pull changes from GitHub) without having to reinstall SiPANN each time. - -You should then be able to run the examples and tutorials in the examples folder, and call SiPANN from any other python file. - -.. note:: - If installing on Windows, one of SiPANN's dependencies, ``gdspy``, requires a C compiler for installation. This can be bypassed by first installing the ``gdspy`` wheel. This is done by downloading the wheel from gdspy_, navigating to the location of the wheel, and executing - - .. code:: console - - pip install gds*.whl - - After this simply install SiPANN using your desired method. - -.. _gdspy: https://github.com/heitzmann/gdspy/releases -.. _PyPI: https://pypi.org/project/SiPANN/ - - -References -========== - -SiPANN is based on a variety of methods found in various papers, including: - -[1] A. Hammond, E. Potokar, and R. Camacho, "Accelerating silicon photonic parameter extraction using artificial neural networks," OSA Continuum 2, 1964-1973 (2019). - - -Bibtex citation -=============== - -.. code:: - - @misc{SiP-ANN_2019, - title={SiP-ANN}, - author={Easton Potokar, Alec M. Hammond, Ryan M. Camacho}, - year={2019}, - publisher={GitHub}, - howpublished={{https://github.com/contagon/SiP-ANN}} - } - - -Releasing -========= - -Make sure you have committed a changelog file titled -"[major].[minor].[patch]-changelog.md" before bumping version. - -To bump version prior to a release, run one of the following commands: - -.. code:: bash - - bumpversion major - bumpversion minor - bumpversion patch - -This will automatically create a git tag in the repository with the -corrresponding version number and commit the modified files (where version -numbers were updated). Pushing the tags (a manual process) to the remote will -automatically create a new release. Releases are automatically published to -PyPI and GitHub when git tags matching the "v*" pattern are created -(e.g. "v0.2.1"), as bumpversion does. - -To view the tags on the local machine, run :code:`git tag`. To push the tags to -the remote server, you can run :code:`git push origin `. - -For code quality, please run isort and black before committing (note that the -latest release of isort may not work through VSCode's integrated terminal, and -it's safest to run it separately through another terminal). diff --git a/docs/Makefile b/docs/Makefile deleted file mode 100644 index d0c3cbf..0000000 --- a/docs/Makefile +++ /dev/null @@ -1,20 +0,0 @@ -# Minimal makefile for Sphinx documentation -# - -# You can set these variables from the command line, and also -# from the environment for the first two. -SPHINXOPTS ?= -SPHINXBUILD ?= sphinx-build -SOURCEDIR = source -BUILDDIR = build - -# Put it first so that "make" without argument is like "make help". -help: - @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) - -.PHONY: help Makefile - -# Catch-all target: route all unknown targets to Sphinx using the new -# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). -%: Makefile - @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) diff --git a/docs/_config.yml b/docs/_config.yml new file mode 100644 index 0000000..82fa78c --- /dev/null +++ b/docs/_config.yml @@ -0,0 +1,91 @@ +# Book settings +# Learn more at https://jupyterbook.org/customize/config.html + +title: SiPANN +author: Easton Potokar, R Scott Collings, and Alec Hammond +copyright: "2019-2023 Simphony Project Contributors" +logo: logo.png + +exclude_patterns: [_build, Thumbs.db, .DS_Store, "**.ipynb_checkpoints"] +only_build_toc_files: true + +# Force re-execution of notebooks on each build. +# See https://jupyterbook.org/content/execute.html +execute: + execute_notebooks: off #force + +parse: + myst_enable_extensions: + - amsmath + - colon_fence + # - deflist + - dollarmath + # - html_admonition + # - html_image + - linkify + # - replacements + # - smartquotes + - substitution + - tasklist + myst_url_schemes: [mailto, http, https] + myst_dmath_double_inline: true + +# Define the name of the latex output file for PDF builds +latex: + latex_documents: + targetname: book.tex + +# Add a bibtex file so that we can create citations +bibtex_bibfiles: + - references.bib + +# Information about where the book exists on the web +repository: + url: https://github.com/BYUCamachoLab/SiPANN # Online location of your book + path_to_book: docs # Optional path to your book, relative to the repository root + branch: master # Which branch of the repository should be used when creating links (optional) + +# Add GitHub buttons to your book +# See https://jupyterbook.org/customize/config.html#add-a-link-to-your-repository +html: + # favicon: "" + use_edit_page_button: true + use_issues_button: true + use_repository_button: true + # use_multitoc_numbering: true + # extra_footer: "" + # google_analytics_id: "" + home_page_in_navbar: false + # baseurl: "" + announcement: "⚠️ Version 3.0.0 was lightly refactored. Double check your API usage! ⚠️" + # footer_items: [] + +sphinx: + extra_extensions: + - 'sphinx.ext.autodoc' + - 'sphinx.ext.coverage' + - 'sphinx.ext.napoleon' + - 'sphinx.ext.autodoc.typehints' + # - 'sphinx.ext.autosummary' + - 'sphinx.ext.intersphinx' + - "IPython.sphinxext.ipython_console_highlighting" + - 'sphinx_design' + # - 'numpydoc' + # - 'matplotlib.sphinxext.mathmpl' + # - 'matplotlib.sphinxext.plot_directive' + config: + autosummary_generate: true + autodoc_typehints: 'signature' + # autodoc_mock_imports: ["SiPANN", "parsimonious"] + autodoc_default_options: {"show-inheritance": True} + autodoc_member_order: 'bysource' + # autoclass_content: "class + autodoc_inherit_docstrings: true + html_static_path: ['_static'] + # html_css_files: [] + # mathjax_path: https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js + intersphinx_mapping: + sipann: + - "https://sipann.readthedocs.io/en/latest/" + - null + language: en diff --git a/docs/_toc.yml b/docs/_toc.yml new file mode 100644 index 0000000..7eba084 --- /dev/null +++ b/docs/_toc.yml @@ -0,0 +1,29 @@ +# Table of contents +# Learn more at https://jupyterbook.org/customize/toc.html + +format: jb-book +root: index +parts: +- caption: Getting Started + chapters: + - file: installing +- caption: Tutorials + chapters: + - file: tutorials/ExportToInterConnect + - file: tutorials/HalfRing + - file: tutorials/InverseDesign + - file: tutorials/PreMadeCouplers + - file: tutorials/Simphony +- caption: Reference + chapters: + - file: api/comp + - file: api/nn + - file: api/nn_utils + - file: api/scee + - file: api/scee_int + - file: api/scee_opt +# - caption: Development +# chapters: +# - file: dev/contributing +# - file: dev/developing +# - file: dev/documenting diff --git a/docs/source/api/comp.rst b/docs/api/comp.rst similarity index 100% rename from docs/source/api/comp.rst rename to docs/api/comp.rst diff --git a/docs/source/api/nn.rst b/docs/api/nn.rst similarity index 100% rename from docs/source/api/nn.rst rename to docs/api/nn.rst diff --git a/docs/source/api/nn_utils.rst b/docs/api/nn_utils.rst similarity index 100% rename from docs/source/api/nn_utils.rst rename to docs/api/nn_utils.rst diff --git a/docs/source/api/scee.rst b/docs/api/scee.rst similarity index 100% rename from docs/source/api/scee.rst rename to docs/api/scee.rst diff --git a/docs/source/api/scee_int.rst b/docs/api/scee_int.rst similarity index 65% rename from docs/source/api/scee_int.rst rename to docs/api/scee_int.rst index ceb4c49..066074d 100644 --- a/docs/source/api/scee_int.rst +++ b/docs/api/scee_int.rst @@ -6,10 +6,9 @@ These are the wrappers that provide an interface to enable use of all of the SCE Interconnect Exporter ====================== -.. autofunction:: SiPANN.scee_int.export_interconnect +.. autofunction:: SiPANN.interconnect.export_interconnect Simphony Wrapper ================== -.. autoclass:: SiPANN.scee_int.SimphonyWrapper - :members: - :inherited-members: + +This has been moved into simphony. `See the docs `_ for simphony to learn how to use SiPANN within simphony. diff --git a/docs/source/api/scee_opt.rst b/docs/api/scee_opt.rst similarity index 100% rename from docs/source/api/scee_opt.rst rename to docs/api/scee_opt.rst diff --git a/docs/changelog/1.3.1-changelog.md b/docs/changelog/1.3.1-changelog.md deleted file mode 100644 index 32cc8c6..0000000 --- a/docs/changelog/1.3.1-changelog.md +++ /dev/null @@ -1,5 +0,0 @@ -This version is mostly a maintenance update. We have added - -* Continuous Integration via github actions -* precommit hooks to keep code maintained -* Small bug fix in `SiPANN.scee.Waveguide`. It should now work properly with `SiPANN.scee_int.SimphonyWrapper`. diff --git a/docs/changelog/1.3.2-changelog.md b/docs/changelog/1.3.2-changelog.md deleted file mode 100644 index 1000cc0..0000000 --- a/docs/changelog/1.3.2-changelog.md +++ /dev/null @@ -1,14 +0,0 @@ -## 1.3.2 - 2022-05-16 - -Maintenance update. - -### Added -- None - -### Changed -- Code cleanup (changed some syntax to be more Pythonic). -- Modified some code to work with the latest version of - [Simphony](https://github.com/BYUCamachoLab/simphony). - -### Removed -- None diff --git a/docs/changelog/1.4.0-changelog.md b/docs/changelog/1.4.0-changelog.md deleted file mode 100644 index 305539d..0000000 --- a/docs/changelog/1.4.0-changelog.md +++ /dev/null @@ -1,12 +0,0 @@ -## 1.4.0 - 2022-06-13 - -Maintenance update. - -### Added -- None - -### Changed -- Correct "invalid ports" errors (fixed some conditional statements). - -### Removed -- None diff --git a/docs/changelog/2.0.0-changelog.md b/docs/changelog/2.0.0-changelog.md deleted file mode 100644 index a9121b9..0000000 --- a/docs/changelog/2.0.0-changelog.md +++ /dev/null @@ -1,14 +0,0 @@ -## 2.0.0 - 2022-07-06 - -Maintenance update and drop support for Python 3.6. - -### Added -- None - -### Changed -- Bug fix for `SimphonyWrapper` class in `scee_int.py`. Changed tuple of `str` to `PinList`. [Check this PR for more details.](https://github.com/BYUCamachoLab/SiPANN/pull/24) -- Bug fix in `nn.py` [See here for more info.](https://github.com/BYUCamachoLab/SiPANN/pull/29) -- Code cleanup [See here for more info.](https://github.com/BYUCamachoLab/SiPANN/pull/27) - -### Removed -- Support for Python 3.6 diff --git a/docs/index.md b/docs/index.md new file mode 100644 index 0000000..9ba4fe2 --- /dev/null +++ b/docs/index.md @@ -0,0 +1,5 @@ +```{include} ../README.md +``` + +```{tableofcontents} +``` diff --git a/docs/source/installing.rst b/docs/installing.rst similarity index 100% rename from docs/source/installing.rst rename to docs/installing.rst diff --git a/docs/logo.png b/docs/logo.png new file mode 100644 index 0000000000000000000000000000000000000000..06d56f40c838b64eb048a63e036125964a069a3a GIT binary patch literal 9854 zcmcJ#_ghoX7cGn*K?4W`P^xr9dX-2=s)7_L0g)Pd2}GoYu8}Goq=uqY=^(vJ3q7D9 zgx&ncihTY58>yQhyHVAq6+lGO~MVagOauq5m9v<`6Yyea8LU7g^33d5#6JIpIaLG 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zgjv%6!;CN9dDzM}v3-DxU~SIgW9;-IvqR%OnBm4Ejqg0G}YnQC~*J|RZ=pB5-~vu$W~ z)Un>6^zlydKLzhIZ?b;=zuG68MC1PzKM`{<{lBe>Vh5EBTCLDuB`X-584ml0{G L>8MsHTOs~GC;Fmw literal 0 HcmV?d00001 diff --git a/docs/make.bat b/docs/make.bat deleted file mode 100644 index 6247f7e..0000000 --- a/docs/make.bat +++ /dev/null @@ -1,35 +0,0 @@ -@ECHO OFF - -pushd %~dp0 - -REM Command file for Sphinx documentation - -if "%SPHINXBUILD%" == "" ( - set SPHINXBUILD=sphinx-build -) -set SOURCEDIR=source -set BUILDDIR=build - -if "%1" == "" goto help - -%SPHINXBUILD% >NUL 2>NUL -if errorlevel 9009 ( - echo. - echo.The 'sphinx-build' command was not found. Make sure you have Sphinx - echo.installed, then set the SPHINXBUILD environment variable to point - echo.to the full path of the 'sphinx-build' executable. Alternatively you - echo.may add the Sphinx directory to PATH. - echo. - echo.If you don't have Sphinx installed, grab it from - echo.http://sphinx-doc.org/ - exit /b 1 -) - -%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% -goto end - -:help -%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% - -:end -popd diff --git a/docs/references.bib b/docs/references.bib new file mode 100644 index 0000000..783ec6a --- /dev/null +++ b/docs/references.bib @@ -0,0 +1,56 @@ +--- +--- + +@inproceedings{holdgraf_evidence_2014, + address = {Brisbane, Australia, Australia}, + title = {Evidence for {Predictive} {Coding} in {Human} {Auditory} {Cortex}}, + booktitle = {International {Conference} on {Cognitive} {Neuroscience}}, + publisher = {Frontiers in Neuroscience}, + author = {Holdgraf, Christopher Ramsay and de Heer, Wendy and Pasley, Brian N. and Knight, Robert T.}, + year = {2014} +} + +@article{holdgraf_rapid_2016, + title = {Rapid tuning shifts in human auditory cortex enhance speech intelligibility}, + volume = {7}, + issn = {2041-1723}, + url = {http://www.nature.com/doifinder/10.1038/ncomms13654}, + doi = {10.1038/ncomms13654}, + number = {May}, + journal = {Nature Communications}, + author = {Holdgraf, Christopher Ramsay and de Heer, Wendy and Pasley, Brian N. and Rieger, Jochem W. and Crone, Nathan and Lin, Jack J. and Knight, Robert T. and Theunissen, Frédéric E.}, + year = {2016}, + pages = {13654}, + file = {Holdgraf et al. - 2016 - Rapid tuning shifts in human auditory cortex enhance speech intelligibility.pdf:C\:\\Users\\chold\\Zotero\\storage\\MDQP3JWE\\Holdgraf et al. - 2016 - Rapid tuning shifts in human auditory cortex enhance speech intelligibility.pdf:application/pdf} +} + +@inproceedings{holdgraf_portable_2017, + title = {Portable learning environments for hands-on computational instruction using container-and cloud-based technology to teach data science}, + volume = {Part F1287}, + isbn = {978-1-4503-5272-7}, + doi = {10.1145/3093338.3093370}, + abstract = {© 2017 ACM. There is an increasing interest in learning outside of the traditional classroom setting. This is especially true for topics covering computational tools and data science, as both are challenging to incorporate in the standard curriculum. These atypical learning environments offer new opportunities for teaching, particularly when it comes to combining conceptual knowledge with hands-on experience/expertise with methods and skills. Advances in cloud computing and containerized environments provide an attractive opportunity to improve the effciency and ease with which students can learn. This manuscript details recent advances towards using commonly-Available cloud computing services and advanced cyberinfrastructure support for improving the learning experience in bootcamp-style events. We cover the benets (and challenges) of using a server hosted remotely instead of relying on student laptops, discuss the technology that was used in order to make this possible, and give suggestions for how others could implement and improve upon this model for pedagogy and reproducibility.}, + booktitle = {{ACM} {International} {Conference} {Proceeding} {Series}}, + author = {Holdgraf, Christopher Ramsay and Culich, A. and Rokem, A. and Deniz, F. and Alegro, M. and Ushizima, D.}, + year = {2017}, + keywords = {Teaching, Bootcamps, Cloud computing, Data science, Docker, Pedagogy} +} + +@article{holdgraf_encoding_2017, + title = {Encoding and decoding models in cognitive electrophysiology}, + volume = {11}, + issn = {16625137}, + doi = {10.3389/fnsys.2017.00061}, + abstract = {© 2017 Holdgraf, Rieger, Micheli, Martin, Knight and Theunissen. Cognitive neuroscience has seen rapid growth in the size and complexity of data recorded from the human brain as well as in the computational tools available to analyze this data. This data explosion has resulted in an increased use of multivariate, model-based methods for asking neuroscience questions, allowing scientists to investigate multiple hypotheses with a single dataset, to use complex, time-varying stimuli, and to study the human brain under more naturalistic conditions. These tools come in the form of “Encoding” models, in which stimulus features are used to model brain activity, and “Decoding” models, in which neural features are used to generated a stimulus output. Here we review the current state of encoding and decoding models in cognitive electrophysiology and provide a practical guide toward conducting experiments and analyses in this emerging field. Our examples focus on using linear models in the study of human language and audition. We show how to calculate auditory receptive fields from natural sounds as well as how to decode neural recordings to predict speech. The paper aims to be a useful tutorial to these approaches, and a practical introduction to using machine learning and applied statistics to build models of neural activity. The data analytic approaches we discuss may also be applied to other sensory modalities, motor systems, and cognitive systems, and we cover some examples in these areas. In addition, a collection of Jupyter notebooks is publicly available as a complement to the material covered in this paper, providing code examples and tutorials for predictive modeling in python. The aimis to provide a practical understanding of predictivemodeling of human brain data and to propose best-practices in conducting these analyses.}, + journal = {Frontiers in Systems Neuroscience}, + author = {Holdgraf, Christopher Ramsay and Rieger, J.W. and Micheli, C. and Martin, S. and Knight, R.T. and Theunissen, F.E.}, + year = {2017}, + keywords = {Decoding models, Encoding models, Electrocorticography (ECoG), Electrophysiology/evoked potentials, Machine learning applied to neuroscience, Natural stimuli, Predictive modeling, Tutorials} +} + +@book{ruby, + title = {The Ruby Programming Language}, + author = {Flanagan, David and Matsumoto, Yukihiro}, + year = {2008}, + publisher = {O'Reilly Media} +} diff --git a/docs/source/conf.py b/docs/source/conf.py deleted file mode 100644 index ab2c539..0000000 --- a/docs/source/conf.py +++ /dev/null @@ -1,67 +0,0 @@ -# Configuration file for the Sphinx documentation builder. -# -# This file only contains a selection of the most common options. For a full -# list see the documentation: -# https://www.sphinx-doc.org/en/master/usage/configuration.html -# -- Path setup -------------------------------------------------------------- -# If extensions (or modules to document with autodoc) are in another directory, -# add these directories to sys.path here. If the directory is relative to the -# documentation root, use os.path.abspath to make it absolute, like shown here. -# -import os -import sys - -sys.path.insert(0, os.path.abspath("../../")) - - -# -- Project information ----------------------------------------------------- - -project = "SiPANN" -copyright = "2020, Easton Potokar, R Scott Collings, Alec Hammond" -author = "Easton Potokar, R Scott Collings, Alec Hammond" - -# The full version, including alpha/beta/rc tags -release = "2.0.0" - - -# -- General configuration --------------------------------------------------- - -# Add any Sphinx extension module names here, as strings. They can be -# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom -# ones. -extensions = [ - "sphinx.ext.autodoc", - "sphinx.ext.coverage", - "sphinx.ext.napoleon", - "IPython.sphinxext.ipython_console_highlighting", -] - -# Autodoc settings -autodoc_member_order = "bysource" - -# Add any paths that contain templates here, relative to this directory. -templates_path = ["_templates"] - -# List of patterns, relative to source directory, that match files and -# directories to ignore when looking for source files. -# This pattern also affects html_static_path and html_extra_path. -exclude_patterns = ["_build", "Thumbs.db", ".DS_Store", ".ipynb_checkpoints/*"] - - -# -- Options for HTML output ------------------------------------------------- - -# The theme to use for HTML and HTML Help pages. See the documentation for -# a list of builtin themes. -# -html_theme = "sphinx_rtd_theme" - - -# Add any paths that contain custom static files (such as style sheets) here, -# relative to this directory. They are copied after the builtin static files, -# so a file named "default.css" will overwrite the builtin "default.css". -# html_static_path = ['_static'] - - -# -- Extension configuration ------------------------------------------------- -# makes it compatible with older sphinx versions (like used by read the docs) -master_doc = "index" diff --git a/docs/source/index.rst b/docs/source/index.rst deleted file mode 100644 index 7018660..0000000 --- a/docs/source/index.rst +++ /dev/null @@ -1,22 +0,0 @@ -.. include:: ../../README.rst - -.. toctree:: - :maxdepth: 2 - :glob: - :caption: Getting Started - - * - -.. toctree:: - :maxdepth: 2 - :glob: - :caption: Tutorials: - - tutorials/* - -.. toctree:: - :maxdepth: 2 - :glob: - :caption: API Reference: - - api/* diff --git a/docs/source/requirements.txt b/docs/source/requirements.txt deleted file mode 100644 index 1c239a8..0000000 --- a/docs/source/requirements.txt +++ /dev/null @@ -1,2 +0,0 @@ -ipython --e git+https://github.com/BYUCamachoLab/simphony.git#egg=simphony diff --git a/docs/source/tutorials/ExportToInterConnect.rst b/docs/source/tutorials/ExportToInterConnect.rst deleted file mode 100644 index a514443..0000000 --- a/docs/source/tutorials/ExportToInterConnect.rst +++ /dev/null @@ -1,44 +0,0 @@ -SCEE and Interconnect -===================== - -The SCEE module in SiPANN also has built in functionality to export any -of it’s models directly into a format readable by Lumerical Interconnect -via the ``export_interconnect()`` function. This gives the user multiple -options (Interconnect or Simphony) to cascade devices into complex -structures. To export to a Interconnect file is as simple as a function -call. First we declare all of our imports: - -.. code:: ipython3 - - import numpy as np - from SiPANN import scee - -Then make our device and calculate it’s scattering parameters (we -arbitrarily choose a half ring resonator here) - -.. code:: ipython3 - - r = 10000 - w = 500 - t = 220 - wavelength = np.linspace(1500, 1600) - gap = 100 - - hr = scee.HalfRing(w, t, r, gap) - sparams = hr.sparams(wavelength) - -And then export. Note ``export_interconnect`` takes in wavelengths in -nms, but the Lumerical file will have frequency in meters, as is -standard in Interconnect. To export: - -.. code:: ipython3 - - filename = "halfring_10microns_sparams.txt" - scee.export_interconnect(sparams, wavelength, filename) - -As a final parameter, ``export_interconnect`` also has a ``clear=True`` -parameter that will empty the file being written to before writing. If -you’d like to append to an existing file, simply set ``clear=False``. - -This is available as a jupyter notebook -`here `__ diff --git a/docs/source/tutorials/HalfRing.rst b/docs/source/tutorials/HalfRing.rst deleted file mode 100644 index 3a6a869..0000000 --- a/docs/source/tutorials/HalfRing.rst +++ /dev/null @@ -1,104 +0,0 @@ -Half Ring Resonator -=================== - -We’ll briefly show you how to simulate a half ring resonator using -``SiPANN.scee``. - -First do the imports - -.. code:: ipython3 - - import numpy as np - import matplotlib.pyplot as plt - from SiPANN.scee import HalfRing - - def pltAttr(x, y, title=None, legend='upper right', save=None): - if legend is not None: - plt.legend(loc=legend) - plt.xlabel(x) - plt.ylabel(y) - if title is not None: - plt.title(title) - if save is not None: - plt.savefig(save) - -Declare all of our geometries (note they’re all in nm) - -.. code:: ipython3 - - r = 10000 - w = 500 - t = 220 - wavelength = np.linspace(1500, 1600) - gap = 100 - -And we can simulate using either ``Halfring.sparams`` or -``Halfring.predict()``. Using ``predict()`` this looks like - -.. code:: ipython3 - - hr = HalfRing(w, t, r, gap) - k = hr.predict((1,4), wavelength) - t = hr.predict((1,3), wavelength) - -And if you want to visualize what the device looks like, - -.. code:: ipython3 - - hr.gds(view=True,extra=0,units='microns') - -.. figure:: HalfRing_files/gdsView.png - :alt: halfring - - halfring - -And plotting the output gives us - -.. code:: ipython3 - - plt.figure(figsize=(15,5)) - plt.subplot(121) - plt.plot(wavelength, np.abs(k)**2, label='k') - plt.plot(wavelength, np.abs(t)**2, label='t') - pltAttr('Wavelength (nm)', 'Magnitude Squared', 'HalfRing 10 Microns') - plt.subplot(122) - plt.plot(wavelength, np.unwrap(np.angle(k)), label='k') - plt.plot(wavelength, np.unwrap(np.angle(t)), label='t') - pltAttr('Wavelength (nm)', 'Phase (rad)', 'HalfRing 10 Microns') - - - -.. image:: HalfRing_files/HalfRing_11_0.png - - -SCEE also supports sweeping over geometries while holding wavelengths -fixed. This can be done as: - -.. code:: ipython3 - - r = np.linspace(5000, 50000, 100) - wavelength = 1550 - hr.update(radius=r) - - k = hr.predict((1,4), wavelength) - t = hr.predict((1,3), wavelength) - - plt.figure(figsize=(15,5)) - plt.subplot(121) - plt.plot(r, np.abs(k)**2, label='k') - plt.plot(r, np.abs(t)**2, label='t') - pltAttr('Radius (nm)', 'Magnitude Squared', 'HalfRing $\lambda=1550$') - plt.subplot(122) - plt.plot(r, np.unwrap(np.angle(k)), label='k') - plt.plot(r, -np.unwrap(np.angle(t)), label='t') - pltAttr('Radius (nm)', 'Phase (rad)', 'HalfRing $\lambda=1550$') - - - -.. image:: HalfRing_files/HalfRing_13_0.png - - -All elements found in SiPANN.scee can be simulated basically -identically. If you’d like this tutorial as a jupyter notebook, it can -be found on github, -`here `__ diff --git a/docs/source/tutorials/InverseDesign.rst b/docs/source/tutorials/InverseDesign.rst deleted file mode 100644 index 115b59d..0000000 --- a/docs/source/tutorials/InverseDesign.rst +++ /dev/null @@ -1,189 +0,0 @@ -Inverse Design using SCEE -========================= - -Do to how fast SCEE is, inverse design of power splitting directional -couplers can be achieved via an optimizer. This has been implemented and -can be used via the ``SiPANN.scee_opt`` module, speficially the -``make_coupler`` function. It implements a global optimization, then a -local optimization to best find the ideal coupler. - -This is done by defining the length of the coupler and various control -points along the coupler as parameters that our optimizer can choose -that result in a :math:`\kappa` closest to :math:`\kappa_{goal}`. The -coupler is then defined using the control points plugged into a Bezier -Curve. Note that the Bezier curve defined by the control points is the -gap between waveguides, not the geometry of the waveguides themselves. -However, since each of these directional couplers is symmetric the inner -boundary of the waveguides are just half of the gap. - -Further, for our objective function, we compute :math:`\kappa` for a -sweep of wavelength points using SCEE, and then calculate the MSE by -comparing it to :math:`\kappa_{goal}`. Various constraints are also put -on the coupler, like ensuring the edges of the coupler are far enough -apart and making sure there’s no bends that are too sharp. To learn more -about the process, see [INSERT PAPER WHEN PUBLISHED]. - -.. code:: ipython3 - - import numpy as np - import matplotlib.pyplot as plt - from SiPANN import scee_opt, scee - - def pltAttr(x, y, title=None, legend='upper right', save=None): - if legend is not None: - plt.legend(loc=legend) - plt.xlabel(x) - plt.ylabel(y) - if title is not None: - plt.title(title) - if save is not None: - plt.savefig(save) - -Wavelength Sweep ----------------- - -Most of the defaults parameters for ``SiPANN.scee_opt.make_coupler`` -have been set because they work well, so if you don’t know what you’re -doing, it’s generally best to stick with them. Here we make a coupler -with 25% of the light coming out of the cross port. It will return an -instance of ``SiPANN.scee.GapFuncSymmetric``, the control points chosen, -and the final length of the coupler. - -The number of points passed into ``waveSweep`` is the one that affects -how long the optimizer takes the most. We pass in 2 points. This will -cause the optimizer to use the endpoints of our wavelength sweep when -evaluating the objective function. This is generally sufficient since -the response is usually either increasing or decreasing everywhere, so -trying to push the endpoints to our desired ratio is enough. - -.. code:: ipython3 - - width = 500 - thickness = 220 - coupler, gap_pts, length = scee_opt.make_coupler(goalK=.25, verbose=1, - width=width, thickness=thickness, - waveSweep=np.array([1500,1600]), maxiter=15000) - - -.. parsed-literal:: - - LOCAL, MSE: 0.0267, Mean currK: 0.2864: 50%|█████ | 15001/30000 [42:58<38:09, 6.55it/s] - -We can easily save it to an npz file for later use using -``SiPANN.scee_opt.save_coupler`` - -.. code:: ipython3 - - scee_opt.save_coupler(width, thickness, gap_pts, length, "split_25_75.npz") - -And then reload it using the ``SiPANN.scee_opt.load_coupler``. This will -return us an instance of ``SiPANN.scee.GapFuncSymmetric``. - -.. code:: ipython3 - - coupler, length = scee_opt.load_coupler("split_25_75.npz") - -And we’ll check what it looks like and make sure it performs as we -anticipated. - -.. code:: ipython3 - - coupler.gds(view=True,extra=0,units='microns') - -.. figure:: InverseDesign_files/coupler.png - :alt: coupler - - coupler - -.. code:: ipython3 - - wavelength = np.linspace(1500, 1600, 100) - k = coupler.predict((1,4), wavelength) - t = coupler.predict((1,3), wavelength) - - plt.figure(figsize=(15,5)) - plt.subplot(121) - plt.axhline(.25, c='k', label="Desired Output") - plt.axhline(.75, c='k') - plt.plot(wavelength, np.abs(k)**2, label='k') - plt.plot(wavelength, np.abs(t)**2, label='t') - pltAttr('Wavelength (nm)', 'Magnitude Squared', '25/75 Splitter', legend='best') - plt.subplot(122) - plt.plot(wavelength, np.unwrap(np.angle(k)), label='k') - plt.plot(wavelength, np.unwrap(np.angle(t)), label='t') - pltAttr('Wavelength (nm)', 'Phase (rad)', '25/75 Splitter', legend='best') - - - -.. image:: InverseDesign_files/InverseDesign_12_0.png - - -For your convenience, this has been done for a variety of splitting -ratios already and they all can be loaded using -``SiPANN.scee_opt.premade_coupler``. To learn more about how to use that -see the tutorial on Premade Couplers via Inverse Design. - -Single Wavelength ------------------ - -If we desire a specific wavelength to have a ratio, we can achieve this -by making ``waveSweep`` only have one element. This causes only a single -wavelength to be optimized (and a solution is generally found very -quickly). This enforces nothing on any other wavelengths, so it’s -possible that it will be significantly different than the desired ratio -even at close wavelengths. - -For an example, we show this for :math:`\lambda=1530nm` and a ratio of -45%. - -.. code:: ipython3 - - width = 500 - thickness = 220 - coupler, gap_pts, length = scee_opt.make_coupler(goalK=.45, verbose=1, - width=width, thickness=thickness, maxiter=30000, - waveSweep=np.array([1530])) - scee_opt.save_coupler(width, thickness, gap_pts, length, "split_45_55_1530.npz") - - -.. parsed-literal:: - - LOCAL, MSE: 0.1523, Mean currK: 0.1832: 18%|█▊ | 10975/60000 [18:09<1:31:59, 8.88it/s] - -.. code:: ipython3 - - coupler, length = scee_opt.load_coupler("split_45_55_1530.npz") - coupler.gds(view=True,extra=0,units='microns') - -.. figure:: InverseDesign_files/splitter.png - :alt: splitter - - splitter - -.. code:: ipython3 - - wavelength = np.linspace(1500, 1600, 100) - k = coupler.predict((1,4), wavelength) - t = coupler.predict((1,3), wavelength) - - plt.figure(figsize=(15,5)) - plt.subplot(121) - plt.axhline(.45, c='k', label="Desired Output") - plt.axhline(.55, c='k') - plt.axvline(1530, c='k') - plt.plot(wavelength, np.abs(k)**2, label='k') - plt.plot(wavelength, np.abs(t)**2, label='t') - pltAttr('Wavelength (nm)', 'Magnitude Squared', '45/55 Splitter at $\lambda=1530$', legend='best') - plt.subplot(122) - plt.plot(wavelength, np.unwrap(np.angle(k)), label='k') - plt.plot(wavelength, np.unwrap(np.angle(t)), label='t') - pltAttr('Wavelength (nm)', 'Phase (rad)', '45/55 Splitter at $\lambda=1530$', legend='best') - - - -.. image:: InverseDesign_files/InverseDesign_18_0.png - - -If you’d like this tutorial as a jupyter notebook, it can be found on -github, -`here `__ diff --git a/docs/source/tutorials/PreMadeCouplers.rst b/docs/source/tutorials/PreMadeCouplers.rst deleted file mode 100644 index c8b3fb9..0000000 --- a/docs/source/tutorials/PreMadeCouplers.rst +++ /dev/null @@ -1,111 +0,0 @@ -Premade Couplers via Inverse Design -=================================== - -Using an inverse design optimizer and SCEE, various power splitting -couplers at various splitting ratios have been designed and saved for -future use. These can be loaded using -``SiPANN.scee_opt.premade_coupler`` module. We’ll go through how to load -them here. - -.. code:: ipython3 - - import numpy as np - import matplotlib.pyplot as plt - from SiPANN import scee_opt, scee - - def pltAttr(x, y, title=None, legend='upper right', save=None): - if legend is not None: - plt.legend(loc=legend) - plt.xlabel(x) - plt.ylabel(y) - if title is not None: - plt.title(title) - if save is not None: - plt.savefig(save) - -Crossover ---------- - -Premade couplers can be loaded via the -``SiPANN.scee_opt.premade_coupler`` function. It takes in a desired -percentage output of the throughport. The only percentages available are -10, 20, 30, 40, 50, and 100 (crossover). It returns a instance of -``SiPANN.scee.GapFuncSymmetric`` with all it’s usual functions and -abilities, along with the coupler length in nanometers. - -If you desire other ratios, see the tutorial on -``SiPANN.scee_opt.make_coupler``, where the inverse design optimizer can -be used to make arbitrary splitting ratios. - -.. code:: ipython3 - - crossover, length = scee_opt.premade_coupler(100) - crossover.gds(view=True,extra=0,units='microns') - -.. figure:: PreMadeCouplers_files/crossover.png - :alt: crossover - - crossover - -.. code:: ipython3 - - wavelength = np.linspace(1500, 1600, 500) - k = crossover.predict((1,4), wavelength) - t = crossover.predict((1,3), wavelength) - - plt.figure(figsize=(15,5)) - plt.subplot(121) - plt.plot(wavelength, np.abs(k)**2, label='k') - plt.plot(wavelength, np.abs(t)**2, label='t') - pltAttr('Wavelength (nm)', 'Magnitude Squared', 'Crossover at $\lambda \approx 1550nm$') - plt.subplot(122) - plt.plot(wavelength, np.unwrap(np.angle(k)), label='k') - plt.plot(wavelength, np.unwrap(np.angle(t)), label='t') - pltAttr('Wavelength (nm)', 'Phase (rad)', 'Crossover at $\lambda \approx 1550nm$') - - - -.. image:: PreMadeCouplers_files/PreMadeCouplers_6_0.png - - -30/70 Splitter --------------- - -For further demonstration, we also load a 30/70 splitter. - -.. code:: ipython3 - - splitter, length = scee_opt.premade_coupler(30) - splitter.gds(view=True,extra=0,units='microns') - -.. figure:: PreMadeCouplers_files/splitter.png - :alt: splitter - - splitter - -.. code:: ipython3 - - wavelength = np.linspace(1500, 1600, 500) - k = splitter.predict((1,4), wavelength) - t = splitter.predict((1,3), wavelength) - - plt.figure(figsize=(15,5)) - plt.subplot(121) - plt.axhline(.3, c='k', label="Desired Ratios") - plt.axhline(.7, c='k') - plt.plot(wavelength, np.abs(k)**2, label='k') - plt.plot(wavelength, np.abs(t)**2, label='t') - pltAttr('Wavelength (nm)', 'Magnitude Squared', '30/70 Splitter', legend='center left') - plt.subplot(122) - plt.plot(wavelength, np.unwrap(np.angle(k)), label='k') - plt.plot(wavelength, np.unwrap(np.angle(t)), label='t') - pltAttr('Wavelength (nm)', 'Phase (rad)', '30/70 Splitter') - - - -.. image:: PreMadeCouplers_files/PreMadeCouplers_11_0.png - - -If you’d like this tutorial as a jupyter notebook, it can be found on -github, -`here `__ diff --git a/docs/source/tutorials/Simphony.rst b/docs/source/tutorials/Simphony.rst deleted file mode 100644 index 4f518ab..0000000 --- a/docs/source/tutorials/Simphony.rst +++ /dev/null @@ -1,183 +0,0 @@ -SCEE and Simphony -================= - -SiPANN includes a module that wraps all of the models produced by SCEE -for easy use in -`simphony `__, -allowing for cascading devices to make complex structures. This gives -the user multiple options (Interconnect or Simphony) to cascade devices. - -The SCEE wrapper can be found in ``SiPANN.scee_int``. - -.. code:: ipython3 - - from SiPANN import scee - from SiPANN.scee_int import SimphonyWrapper - - from simphony.library import ebeam - from simphony.netlist import Subcircuit - from simphony.simulation import SweepSimulation, MonteCarloSweepSimulation - - import matplotlib.pyplot as plt - import numpy as np - - def pltAttr(x, y, title=None, legend='upper right', save=None): - if legend is not None: - plt.legend(loc=legend) - plt.xlabel(x) - plt.ylabel(y) - if title is not None: - plt.title(title) - if save is not None: - plt.savefig(save) - -Standard Simulation -------------------- - -First we’ll make our device like we always have using ``SiPANN.scee``. - -.. code:: ipython3 - - r = 10000 - w = 500 - t = 220 - wavelength = np.linspace(1500, 1600) - gap = 100 - - hr = scee.HalfRing(w, t, r, gap) - -Simply put our device into the simphony wrapper. - -.. code:: ipython3 - - s_hr = SimphonyWrapper(hr) - -Then use in simphony like you would any other device. Here we’ll make a -ring resonator as an example. - -.. code:: ipython3 - - def make_ring(half_ring): - term = ebeam.ebeam_terminator_te1550() - - circuit = Subcircuit() - circuit.add([ - (half_ring, 'input'), - (half_ring, 'output'), - (term, 'terminator') - ]) - - circuit.elements['input'].pins = ('pass', 'midb', 'in', 'midt') - circuit.elements['output'].pins = ('out', 'midt', 'term', 'midb') - - circuit.connect_many([ - ('input', 'midb', 'output', 'midb'), - ('input', 'midt', 'output', 'midt'), - ('terminator', 'n1', 'output', 'term') - ]) - - return circuit - -.. code:: ipython3 - - # Simphony takes in wavelength values in meters - circuit = make_ring(s_hr) - sim1 = SweepSimulation(circuit, 1500e-9, 1600e-9) - res1 = sim1.simulate() - - f1, s = res1.data(res1.pinlist['in'], res1.pinlist['pass']) - plt.figure(figsize=(10,6)) - plt.plot(f1, s) - pltAttr('Frequency (Hz)', 'Magnitude', "10-micron Ring Resonator") - plt.tight_layout() - plt.show() - - -.. parsed-literal:: - - No handles with labels found to put in legend. - - - -.. image:: Simphony_files/Simphony_10_1.png - - -Monte-Carlo Simulations ------------------------ - -``SimphonyWrapper`` also functions with monte_carlo simulations. It -allows ANY of the parameters set in SiPANN to be used. To use it you -must include a dictionary mapping the parameter you wish to perturb to a -standard deviation in nm. - -.. code:: ipython3 - - sigmas = {"width": 2, "thickness": 1} - s_hr = SimphonyWrapper(hr, sigmas) - -And then simply make our circuit as before, and run through monte-carlo -simulations - -.. code:: ipython3 - - circuit = make_ring(s_hr) - #run monte carlo simulation - simulation = MonteCarloSweepSimulation(circuit, 1500e-9, 1600e-9) - runs = 5 - result = simulation.simulate(runs=runs) - - #plot - plt.figure(figsize=(10,6)) - for i in range(1, runs + 1): - f, s = result.data('in', 'pass', i) - plt.plot(f, s) - - # The data located at the 0 position is the ideal values. - f, s = result.data('in', 'pass', 0) - plt.plot(f, s, 'k') - pltAttr('Frequency (Hz)', 'Magnitude', "10-micron RR Monte-Carlo (width and thickness)", legend=None) - plt.tight_layout() - plt.show() - - - -.. image:: Simphony_files/Simphony_15_0.png - - -As an example, we’ll do another simulation, but this time varying radius -of the ring only. Note we could vary both sides of the ring -independently as well (ie the gap distance on each side isn’t -necessarily going to be equal), but for simplicity using our -``make_ring`` function we have identical halves. - -.. code:: ipython3 - - sigmas = {"radius": 20} - s_hr = SimphonyWrapper(hr, sigmas) - - circuit = make_ring(s_hr) - #run monte carlo simulation - simulation = MonteCarloSweepSimulation(circuit, 1500e-9, 1600e-9) - runs = 5 - result = simulation.simulate(runs=runs) - - #plot - plt.figure(figsize=(10,6)) - for i in range(1, runs + 1): - f, s = result.data('in', 'pass', i) - plt.plot(f, s) - - # The data located at the 0 position is the ideal values. - f, s = result.data('in', 'pass', 0) - plt.plot(f, s, 'k') - pltAttr('Frequency (Hz)', 'Magnitude', "10-micron RR Monte-Carlo (radius)", legend=None) - plt.tight_layout() - plt.show() - - - -.. image:: Simphony_files/Simphony_17_0.png - - -This is available as a jupyter notebook -`here `__ diff --git a/examples/Tutorials/ExportToInterConnect.ipynb b/docs/tutorials/ExportToInterConnect.ipynb similarity index 93% rename from examples/Tutorials/ExportToInterConnect.ipynb rename to docs/tutorials/ExportToInterConnect.ipynb index d040e99..919c3ed 100644 --- a/examples/Tutorials/ExportToInterConnect.ipynb +++ b/docs/tutorials/ExportToInterConnect.ipynb @@ -68,9 +68,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As a final parameter, `export_interconnect` also has a `clear=True` parameter that will empty the file being written to before writing. If you'd like to append to an existing file, simply set `clear=False`.\n", - "\n", - "This is available as a jupyter notebook [here](https://github.com/contagon/SiPANN/blob/master/examples/Tutorials/ExportToInterConnect.ipynb)" + "As a final parameter, `export_interconnect` also has a `clear=True` parameter that will empty the file being written to before writing. If you'd like to append to an existing file, simply set `clear=False`." ] }, { diff --git a/examples/Tutorials/HalfRing.ipynb b/docs/tutorials/HalfRing.ipynb similarity index 99% rename from examples/Tutorials/HalfRing.ipynb rename to docs/tutorials/HalfRing.ipynb index 1b2ddb4..3553f4d 100644 --- a/examples/Tutorials/HalfRing.ipynb +++ b/docs/tutorials/HalfRing.ipynb @@ -112,7 +112,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -149,7 +149,7 @@ "outputs": [ { "data": { - "image/png": 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+ZWbfJTRZGQMs7MaSRUQy28562P4e1DekvJFKZ7r6GqmAJ3vLHwpjLwgbQH0VrHkmTOlc8zSsmhf2DyppC3ujToUC3RoiItKBmcA/AS+ZWWurtK8AF5vZBMIUzbXAJwHcfZWZ3Qe8TOjA+Vl10BQR6SJrn4MHPgnTvwsDx0D+sIwauFDAk44Vlu3doXPTm6Fhy5qn4bVHYUX0iUPxUVHYOwUqTg1BUUREAHD3Z9l/G7ZHOnjNt4BvpawoEZFs09wIT90celAUlodgN3B43FV1OQU8SZ4ZDDk6bFOuhJYWeHdVCHtrngnr7y25M5x7xAltUzorZnb7fGYRERERkT1qV8P9V8H6xTDhUjj7ZlhdE3dVKaGAJ4cuJyes7zF8HMz4bLQkw/IQ+NY+A0vvgYW3AwYjTmoLfGUzIG9Q3NWLZBV3x9J4+om7eoOIiEgKuMOKe+GR68KyBx+5E8aen3A4866PCnjSdXJ7QUll2E65Bpp2h09J1jwTQt/CufDCD8NfriMnhumco06F0unQp3/c1YtkrLy8PDZt2sTgwYPT8iLm7mzatIm8PK3FKSIiXWhnPTz0hdBDouxkOH8uFLY1KM7U66MCnqROrz5QfnLYTvsSNO6E6oVtI3zP/zc8+z3I6R1CYcUpIfRp0XWRLlVSUkJNTQ0bN26Mu5QDysvLo6SkJO4yREQkU6x7HubNgS1vwRlfhVlf2Gdtu0y9PirgSffp3a9tDT6AXdugen7bPXzPfAeevgVy+0LJlKhhyykh/PXqG2/tIj1Y7969GTVqVNxliIiIpF77RipXPA4lk/d7aqZeHxXwJD598+Ho94cNokXXXwije2uehidvAr4NvfpB6dS2wHfkpNjWKRERERGRNJXYSGX8JXDOLdB3YNxVdTsFPEkfeQVw7FlhA9hZF4bX1zwDa5+Fv/5H2N+7P5RNh4pZUeCbCLm946tbREREROKT2EglZ99GKtlGAU/SV78iOO6DYQPYURuC3tpnwyjfX24M+3sPCIGvdYRvxITQ8EVEREREMltiI5XymXDe7Xs1UslG+lew9Bz9i+GED4cNYPt7CYHvWfjz18P+PvlhKYbWEb4R4xX4RERERDJNayOVrRsO2EglG+lfvdJzDRgCJ/592AC2bYR1iYHva2F/n/y9p3SOGK8pnSIiIiI9VXMjPHVLaNBXWA6X/+mAjVSykQKeZI78oXDieWED2PYurHsuhL01z+w9wlc6LeEevgkKfCIiIiI9QWIjlQmXwtk3Z2UjlY4o4Enmyj+i48D3l2+E/b0HQFkU+MpnhaYt6tIpIiIikj4SG6mYGql0RAFPssc+gW9jW+Bb91xC05b+YVmG8lkh9I2cpHX4REREROKS2Eil7GQ4f27WN1LpiAKeZK/8oXvfw7d9096B74loWYZeeWHh9YpZoTtTyRTonRdf3SIiIiLZorWRypa31EglSQp4Iq0GDN67S+eO2ijwPReatzx5E+CQ2yeEvPKZUDETSqZCn/6xli4iIiKSUdo3UrnicTVSSZICnsiB9C+G4/8ubBAWXq+a3zbC98x34OlbIKd3mMZZfnKY1lk2TTf7ioiIiBwqNVI5LCkNeGZ2FvB9IBf4mbvf1O54GXA3UBidc727P5LKmkQOWb8iOPbssAE0bIHqhdHSDM/B8/8Nz34PLCcsxVA+M0zrLJseXisiIiIiB6ZGKl0iZQHPzHKBHwFnAjXAIjN70N1fTjjtBuA+d/+JmZ0APAJUpKomkS6VNwjGvD9sALu3R4Hv+TDCt/AOeOGHgMGwsWE6Z/nJ4ebg/KGxli4iIiKSVtRIpcukcgRvKvCGu68GMLN7gXOBxIDnwKDocQHwVgrrEUmtPgPgqNPDBtDYEKYWrHs+TOtccjcs+Gk4NuSYtimd5SdDwcj46hYRERGJkxqpdKlUBryRQHXC8xpgWrtzvg78ycw+BwwA3p/CekS6V++8aDH1WTD7X6FpN2xYHsJe1Quwch4suSucW1gepnSWnxy24tFgFmv5IiIiIinV3AhP3QzP3KZGKl0o7iYrFwN3ufttZjYD+B8zG+vuLYknmdkcYA5AWVlZDGWKdIFefcL6eqVTw/OWZnhnZdSl8zl47VFY8atwLH94W9grnwlDj4OcnPhqFxEREelKaqSSMqkMeOuBxImzJdG+RFcAZwG4+wtmlgcMAd5NPMnd5wJzASorKz1VBYt0q5zc0IxlxHiY8ZlwY/HGv4VpClUvhOC3al44t18RlM0IW/lMGHES5PaOt34RERGRg6VGKimXyoC3CBhjZqMIwe4i4JJ251QB7wPuMrPjgTxgYwprEklfZnDE8WGbckX4BVi3NoS9dc+F4Pdq1GS29wAonRJuQi4/GUoqoXe/WMsXERER6ZAaqXSLlAU8d28ys6uBxwhLIPzC3VeZ2Y3AYnd/ELgWuMPMvkBouPIJd9cInQiEwFc8KmwTos9Gtr7dNsK37nl48tuAt63FVzYjBL7SadCvMNbyRURERPbYq5HKDTDrGjVSSRHraXmqsrLSFy9eHHcZIulhZ120NMNzsO4FeGsZtDSyZ2mG8hlhHb7ymTBweNzVihw0M1vi7pVx19FT6BopImmnuRGeugWe+Q4UlsEFPw8zj+SwdHR9jLvJiogcjn5FcMwHwgawewesXxKN8j0Py34JC+eGY0UV0ZTOGeHr4KPUqVNERERSJ7GRyvhL4Jxb1EilGyjgiWSSPv1h1Clhg/Cp2YYXQ9hb98LenToHHBFG98pmhNA3bBzk6leCiIiIHKZ9Gqn8AsZeEHdVWUP/mhPJZLm9w3oyJZPh5M9BSwu891q4h6/qhRD6XnkwnNsnPyzhUBZN6xxZGQKjiIiISLISG6mUz4TzblcjlW6mgCeSTXJy4IjjwlZ5Wdi3uQaq5rcFvif+k9C4pReMmBBN6ZwBpdNhwOBYyxcREZE0tlcjla/CrC+okUoMFPBEsl1BCYz7SNggoXHL8yH4Lbgdnv/vcGzIsW3TOsumh/v6dB+fiIhIdmtugqdujhqplMMVj4fZQxILBTwR2Vv7xi2NDaE7Z1UU+Fb9DpbeHY4NHNEW+Eqnhc6duo9PREQke9SuDqN2NYtgwqVw9s1qpBIz/UtMRDrWOy9M0yyfEZ63tMC7L0P1/Ghq53xY9UA41icfSqZEI3zTwn18ffPjq11ERERSY59GKnfC2PPjrkpQwBORg5WTA8PHhm3KlWFffTVUL4iat8xvW4DdcmH4uLbAVzodBo2ItXwRERE5TDvr4eFrYOX9Yeml8+eqkUoaUcATkcNXWBq2Pffx1UPN4jDKt+4FWHIXLPhJdG55NK1zegh8Q48LoVFERETSnxqppD0FPBHpev0KYcz7wwYJ6/G9EELfm3+FF38TjuUVQMnUttB35CQtzyAiIpJu1Eilx1DAE5HUS1yPj6vDvP3a1WE6Z/V8qFoAbzwezs3pBSPGR41bpoZRvoHDYi1fREQkq6mRSo+igCci3c8MBh8VtomXhn07asPyDK2Bb+Ed8MIPw7GiihD0SqORvqHHa1qniIhIqqmRSo+kgCci6aF/MRx7VtgAmnbDhhVt3Trf/Cu8eG841rcASiqj+/imwcjJ6tYpac3MSoF7gGGAA3Pd/ftmVgz8BqgA1gIXunudmRnwfeAcYAfwCXdfGkftIpKldtbDQ1+AVfPUSKWHUcATkfTUqw+UTgnbyZ8LnyLWrQmje9Xzw2jfE/9JW7fOsSHstW66CEl6aQKudfelZjYQWGJmjwOfAP7i7jeZ2fXA9cCXgLOBMdE2DfhJ9FVEJPX2aqRyA8y6Ro1UehAFPBHpGcygeHTYJlwc9u2sD/cDVC8I27JfwsK54digkdE9fNPC1+EnhXsBRWLg7huADdHjrWb2CjASOBc4LTrtbuBJQsA7F7jH3R2Yb2aFZjYieh8RkdRobowaqdwGhWVwxZ/CjBnpURTwRKTn6lcIY84MG4QOX++8BNUJoa91EfZe/cJUztIpIfSVTIUBg+OrXbKWmVUAE4EFwLCE0PY2YQonhPBXnfCymmjfPgHPzOYAcwDKyspSUrOIZIHa1XD/VbB+MYy/BM65RY1UeigFPBHJHLm94MiJYZs2J+zbvB5qFoYpnVXz4fn/hpbvhWODj47CXhT6tCafpJiZ5QP3A//i7lvCrXaBu7uZ+cG+p7vPBeYCVFZWHvTrRSTL7dNI5Rcw9oK4q5LDoIAnIpmtYCQUnAcnnheeN+6Et5aFsFezCF57FJb/Mhxrbd5SOi2M9I2shLxB8dUuGcXMehPC3S/dfV60+53WqZdmNgJ4N9q/Hki8kbQk2ici0nV21sPD18DK+6NGKreHqZnSoyngiUh26d0Pyk8OG7StyVe9IFqmYSE8+W1Co0ODI07Ye1rn4KPC/YAiByHqivlz4BV3/27CoQeBjwM3RV9/n7D/ajO7l9BcZbPuvxORLqVGKhlLAU9EslvimnwTLgn7GjbD+iVt9/KtfACW3BWO9SsOTVtKpoSvR07SEg2SjJnAPwEvmdnyaN9XCMHuPjO7AlgHXBgde4SwRMIbhGUSLuveckUkYzU3RY1UvqNGKhlKAU9EpL28AjjqjLABtLTAe6+G0b2ahSH4vfZoOGa5MOzEtsBXMiV0+tQonyRw92eBA/1QvG8/5zvw2ZQWJSLZp3Z1GLWrWaRGKhlMAU9EpDM5OXDE8WGb/PGwb0dtNMoXhb4XfwOLfx6O9R8SBb4pYVrnyEnQZ0B89YuISHZTI5WsooAnInIo+hfvvURDSzO8+0r4VLRmUQh+r/0xHEsc5Wsd6dMon4iIdIfERirlM+G826GwtPPXSY+lgCci0hVycmH42LBVRrdL7aiFmsVtyzS8eF/bKF+/4oRRvilhjT5NkxERka607oWokcp6OOOrMOsLaqSSBRTwRERSpX8xHPP/wgZhlG/jq2338dUsgtcfi06OOnaWVLaN9A05RuvyiYjIwdurkUo5XPE4lEyOuyrpJgp4IiLdJScXhp0QtsmfCPt21kHNEli/OAS+l38HS+8Ox/oWhPv3Wpu3jJwcQqOIiMiB1K6BeVepkUoWU8ATEYlTvyIY8/6wQejYuemNtsBXvQievhW8JRwffHQ0wlcZFmIfdiLk9o6vfhERSQ/uoeHXw9eB5aiRShZTwBMRSSc5OTD0mLC1rsu3axu8taytgcsbf4EVvw7HevWDIye0Te0cWQkFI+OrX0REut/Oenj4Wlj5f1B2Mpx/e1jjTrKSAp6ISLrrmw+jTgkbhE9p66tC2Fu/JHxdcDs8/9/h+MAjw70WrYHvyAlapkFEJFPt1UjlBph1jRqpZLkDBjwzewnwAx1395NSUpGIiHTMDIrKwzbuI2Ff0y54+6Woa2c00vfKH6Lzo3v/Rla2Te8cPEYNXEREerJ9Gqn8Kfx+l6zX0Qjeh6Kvn42+/k/09dLUlSMiIoekV99ommYl8Kmwb/t7IfC13s+38n5Ycmc41rcARk6MQl90P1/+0NjKFxGRg6BGKtKBAwY8d18HYGZnuvvEhEPXm9lS4PpUFyciIodhwBA49qywQdTA5fWE0LcYnv0eeHM4XliWEPgmw4jx0LtffPWLiMje1EhFkpDMPXhmZjPd/bnoycmA5vWIiPQ0OTkw9NiwTYwmY+zeARtWtAW+mkWwal50fq/QpXPk5Lbgp6mdIiLxUCMVSVIyAe8K4BdmVhA9rwcuT11JIiLSbfr0h/IZYWu19Z22wLd+Mbz4W1j8i3Cs7yA4cmIU+iaH0DdweDy1i4hkCzVSkYPQacBz9yXA+NaA5+6bU16ViIjEZ+AwOO6DYYMwtfO910LYW78kbM//AFqawvFBI9sC38jJoWun7gURETl8zY1RI5XbwmidGqlIEjoNeGY2DPhP4Eh3P9vMTgBmuPvPU16diIjELycHjjgubBP/Mexr3AkbXowCXzTa98qD4ZjlwNDj4Mq/hBFCERE5eLWr4f6rwu/Y8RfDObfqwzNJSjJTNO8C7gT+LXr+GvAbQAFPRCRb9e4HZdPC1mr7JnhraQh9dWsV7kREDoU7rLgXHrkuLHOjRipykJIJeEPc/T4z+zKAuzeZWXOK6xIRkZ5mwGAYc2bYRETk4O2sh4evCcvaqJGKHKJkAt52M3uZa48AACAASURBVBtMtOi5mU0HdB+eiIiIiEhXSWykcvoNcIoaqcihSSbgXQM8CBxlZs8BQ4GPpLQqEREREZFs0NwUNVL5jhqpSJfoMOCZWS4wO9qOBQx41d0bu6E2EREREZHMVbsG5l0V1iBVIxXpIh0GPHdvNrOL3f17wKpuqklEREREJHO5w4u/gYevC52H1UhFulAyUzSfM7MfEjpnbm/d6e5LU1aViIiIiEgm2quRygw4f64aqUiXSibgTYi+3piwz4Ezur4cEREREZEMpUYq0g06DXjufnp3FCIiIiIikpGam+DpW+DpW9VIRVIumRE8zOyDwIlAXus+d7/xwK/Y87qzgO8DucDP3P2m/ZxzIfB1wqjgCne/JKnKRURERETS3V6NVC6Bc25RIxVJqU4Dnpn9FOgPnA78jLBEwsIkXpcL/Ag4E6gBFpnZg+7+csI5Y4AvAzPdvc7MjjikP4WIiIiISDpRIxWJSU4S55zs7h8D6tz9G8AM4JgkXjcVeMPdV7v7buBe4Nx251wF/Mjd6wDc/d3kSxcRERERSUMNm+H+K+GBT8LwcfDpZxXupNskM0VzZ/R1h5kdCWwCRiTxupFAdcLzGmBau3OOAYgWUM8Fvu7ujybx3iIiIiIi6SexkcoZN8AsNVKR7pVMwHvIzAqBW4GlhHvlftaF338McBpQAjxtZuPcvT7xJDObA8wBKCtTG1kREYmPmVUCpwBHEj4EXQk83jobRUSylBqpSJrodIqmu3/T3evd/X6gHDjO3b+axHuvB0oTnpdE+xLVAA+6e6O7rwFeIwS+9jXMdfdKd68cOnRoEt9aRESka5nZZWa2lHDveD/gVeBdYBbwZzO728z0KaRINqpdA3eeBU/dDCddBJ96VuFOYpNMk5WP7Wcf7n5PJy9dBIwxs1GEYHcR0L5D5u+Ai4E7zWwIYcrm6mQKFxER6Wb9CU3Bdu7voJlNIHxIWdWtVYlIvFb8Bh6+Vo1UJG0kM0VzSsLjPOB9hKmaHQY8d28ys6uBxwj31/3C3VeZ2Y3AYnd/MDr2/8zsZaAZ+KK7bzqEP4eIiEhKufuPOjm+vLtqEZE00LA5BLuXfgtlJ8P5t4epmSIxS2ah888lPo/ux7s3mTd390eAR9rt+/eExw5cE20iIiJpy8x+0NFxd//n7qpFRGJWNR/uvyo0Ujn9BjhFjVQkfSSzTEJ724FRXV2IiIhImlsSbXnAJOD1aJsA9ImxLhHpLs1N8MR/wp1nQ04OXP4YzP6iwp2klWTuwfsDoXMmhEB4AnBfKosSERFJN+5+N4CZfRqY5e5N0fOfAs/EWZuIdIPaNWH5g5qFMP5iOPsWyBsUd1Ui+0jmHrzvJDxuAta5e02K6hEREUl3RcAgoDZ6nh/tE5FMpUYq0oMkcw/eU91RiIiISA9xE7DMzJ4ADDgV+HpnLzKzXwAfAt5197HRvq8DVwEbo9O+Et2/jpl9GbiC0ITsn939sa79Y4hIp9RIRXqgZKZobqVtiuZehwh9UjQ2LSIiWcPd7zSzPwLTol1fcve3k3jpXcAP2bcL9ffcPXG2DGZ2AmF5oRMJC6r/2cyOcffmwypeRJK37oUwJVONVKSHSWaK5n8BG4D/IYS6S4ERid0wRUREsswuwrUxDzgmCl9Pd/QCd3/azCqSfP9zgXvdfRewxszeAKYCLxx6ySKSlOYmePoWePrWMFp3+WNQOqXz14mkiWQC3ofdfXzC85+Y2QpAAU9ERLKOmV0JfB4oAZYD0wnB64xDfMurzexjwGLgWnevA0YC8xPOqYn2iUgq1a6BeVdBzSI1UpEeK5llErab2aVmlmtmOWZ2KWGpBBERkWz0eWAKoenY6cBEoP4Q3+snwFGEpRY2ALcd7BuY2RwzW2xmizdu3Nj5C0RkX+6w4l746Smw8TW44Odw3k8V7qRHSibgXQJcCLwDvAt8NNonIiKSjRrcvQHAzPq6+9+AYw/ljdz9HXdvdvcW4A7CNEyA9UBpwqkl0b79vcdcd69098qhQ4ceShki2W1nPdx/JTzwSRg+Fj79LIz7SNxViRyyZLporiXcCyAiIiJQY2aFwO+Ax82sDlh3KG9kZiPcfUP09DxgZfT4QeBXZvZdQpOVMcDCwytbRPahRiqSgQ4Y8MzsKuBJd3/dzAz4OXAB4SL2CXdf2k01ioiIpA13Py96+PVoqYQC4NHOXmdmvwZOA4aYWQ3wNeA0M5tA6Fa9Fvhk9D1Wmdl9wMuENWg/qw6aIl1IjVQkg3U0gvd5QktngIuB8cBowr0G3wdOSWllIiIiacbMcoFV7n4cHNxase5+8X52/7yD878FfOugixSRjqmRimS4ju7Ba3L3xujxh4B73H2Tu/8ZGJD60kRERNJLNIr2qplppWORnmjFb9RIRTJeRyN4LWY2AqgD3sfenyL2S2lVIiIi6asIWGVmC0noKu3uH46vJBHpUMNmePhaeOm3UDYDzp8bpmaKZKCOAt6/E9bkyQUedPdVAGY2G1jdDbWJiIiko6/GXYCIHISq+XD/VVEjlX+DWddAbjJLQYv0TAf86Xb3h8ysHBgYLbraajHwDymvTEREJI2YmXlwwPvuWs/pzrpE5AASG6kUlKqRimSNDj++cPcmwhTNxH1a5FxERLLRE2Z2P/B7d69q3WlmfYBZwMeBJ2hrUCYicVEjFcliGp8WERFJzlnA5cCvzWwUUE+4Jz0H+BPwX+6+LMb6RARCI5WHrwXLCY1UtGi5ZBkFPBERkSS4ewPwY+DHZtYbGALsdPf6eCsTEUCNVEQinQa8aJHzS4HR7n5j1Bp6uLsvTHl1IiIiaShaRmhD3HWISKRqfpiSuXk9nH4DnHIN5OTGXZVILDpaB6/Vj4EZhMXOAbYCP0pZRSIiIiIiyWhugie+DXeeHaZkXv4YzP6iwp1ktWSmaE5z90lmtgzA3euiG8pFREREROJRtzYsf1CzUI1URBIkE/AazSwXcAAzGwq0pLQqERGRNBYtIzTG3f9sZv2AXu6+Ne66RLKGGqmIHFAyAe8HwAPAEWb2LeAjwA0prUpERCRNmdlVwBygGDgKKAF+CrwvzrpEsoIaqYh0qtOA5+6/NLMlhAuXAX/v7q+kvDIREZH09FlgKrAAwN1fN7Mj4i1JJAuokYpIUg4Y8MysOOHpu8CvE4+5e20qCxMREUlTu9x9d2gyDWbWi+g2BhFJgeYmePpWePqWMFp3+WNQOiXuqkTSVkcjeEsIFywDyoC66HEhUAWMSnl1IiIi6ecpM/sK0M/MzgQ+A/wh5ppEMpMaqYgctAMGPHcfBWBmdwAPuPsj0fOzgb/vnvJERETSzvXAFcBLwCeBR4CfxVqRSCZSIxWRQ5JMk5Xp7n5V6xN3/6OZ3ZLCmkRERNKWu7cAdwB3RLczlLi7pmiKdBU1UhE5LMkEvLfM7Abgf6PnlwJvpa4kERGR9GVmTwIfJlxDlwDvmtnz7v6FWAsTyQR7NVL5N5h1DeQm889VEWmVk8Q5FwNDCUslPAAcEe0TERHJRgXuvgU4H7jH3aehJRJEDk9zEzzxbbjzbMBCI5XZ/6pwJ3IIklkmoRb4fDfUIiIi0hP0MrMRwIXAv8VdjEiPp0YqIl2q04BnZk+wn/bP7n5GSioSERFJbzcCjwHPuvsiMxsNvB5zTSI9kxqpiHS5ZMa9r0t4nAdcADSlphwREZH05u6/BX6b8Hw14dooIslKbKRSOh0uuEONVES6SDJTNJe02/WcmS1MUT0iIiJpzczyCMsknEj44BMAd788tqJEepKq+WFK5hY1UhFJhU6brJhZccI2xMw+ABR0Q20iIiLp6H+A4cAHgKeAEmBrrBWJ9ATNTfDEf4ZGKmZw+aNqpCKSAsn8jVpCuAfPCFMz1xA+uRQREclGR7v7R83sXHe/28x+BTwTd1EiaS2xkcpJF8E5t6qRikiKJBPwjnf3hsQdZtY3RfWIiIiku8boa72ZjQXeJiwhJCL7s6eRiqmRikg3SCbgPQ9Marfvhf3sExERyQZzzawI+CrwIJAP/Hu8JYmkofaNVM6fC0XlcVclkvEOGPDMbDgwEuhnZhMJUzQBBgH9u6E2ERGRtOPuP4sePgWMjrMWkbRVtQDmXQmb1UhFpLt19DftA8AnCDePfzdh/1bgKymsSUREJG1FtylcAFSQcB119xvjqkkkbTQ3wdO3wtO3QEFpaKRSOjXuqkSyygEDnrvfDdxtZhe4+/3dWJOIiEg6+z2wmdCEbFfMtYikDzVSEUkLHU3R/Ed3/1+gwsyuaX/c3b+7n5eJiIhkuhJ3PyvuIkTSyov3wUPXqJGKSBroaIrmgOhrfncUIiIi0kM8b2bj3P2luAsRiZ0aqYiknY6maN4eff1G95UjIiKSnszsJcK6sL2Ay8xsNWGKpgHu7ifFWZ9It0tspHLaV+CUa9VIRSQNdPq30MyGAlex783klyfx2rOA7wO5wM/c/aYDnHcB8H/AFHdfnFTlIiIi3etDcRcgkhbUSEUkrSXzMcvvgWeAPwPNyb6xmeUCPwLOBGqARWb2oLu/3O68gcDngQXJvreIiEgM3gE+BRwNvAT83N2b4i1JpJvVrYV5c6B6gRqpiKSpZAJef3f/0iG891TgDXdfDWBm9wLnAi+3O++bwM3AFw/he4iIiHSXu4FGwoeeZwMnED6gFMkOL94X7rcDNVIRSWPJBLyHzOwcd3/kIN97JFCd8LwGmJZ4gplNAkrd/WEzU8ATEZF0doK7jwMws58DC2OuR6R7NGyGh6+Dl+6D0mlw/h1qpCKSxnKSOOfzhJC308y2mNlWM9tyuN/YzHIIC6hfm8S5c8xssZkt3rhx4+F+axERkUPR2PrgUKZmmtkvzOxdM1uZsK/YzB43s9ejr0XRfjOzH5jZG2b2YvSBqEj3q1oAP50FK++H0/8NPvGIwp1Imus04Ln7QHfPcfd+7j4oep7MZOv1QGnC85JoX6uBwFjgSTNbC0wHHjSzyv3UMNfdK929cujQoUl8axERkS43Pvqgc4uZbQVOOsgPPu8C2q+fdz3wF3cfA/wleg5hCuiYaJsD/KRL/gQiyWpugie+DXeeBVhopDL7X9UlU6QHSKaL5v4+NdwMrOvkE8xFwBgzG0UIdhcBl7QedPfNwJCE7/MkcJ26aIqISDpy99zDfP3TZlbRbve5wGnR47uBJ4EvRfvvcXcH5ptZoZmNcPcNh1ODSFLUSEWkR0vmY5gfA5MIHcMAxgErgQIz+7S7/2l/L3L3JjO7GniMsEzCL9x9lZndCCx29wcPv3wREZEebVhCaHsbGBY93t997COBfQKemc0hjPJRVlaWukolO7z4W3j4mvBYjVREeqRkAt5bwBXuvgrAzE4AbgT+FZgH7DfgAUSNWR5pt+/fD3DuacmVLCIiknnc3c3MD+F1c4G5AJWVlQf9ehGgXSOV6XD+XN1rJ9JDJRPwjmkNdwDu/rKZHefuq80shaWJiIhkvHdap16a2Qjg3Wh/Z/exi3SdqgUw70rYvD40Upl1je61E+nBkumiucrMfmJms6Ptx8DLZtaXhI5iIiIictAeBD4ePf448PuE/R+LumlOBzbr/jvpcmqkItLtGptb2LbroBsxH5Rk/gZ/AvgM8C/R8+eA6wjh7vTUlCUiIpJZzOzXhIYqQ8ysBvgacBNwn5ldAawDLoxOfwQ4B3gD2AFc1u0FS2ZTIxWRbtHY3MKLNZuZv3oT81dvYsm6OuacOpp/ef8xKfuenQY8d98J3BZt7W3r8opEREQykLtffIBD79vPuQ58NrUVSdZSIxWRlNlfoNuxuxmAY4cN5KOTS5gxenBKa0hmmYQxwLeBE4C81v3uPjqFdYmIiIhIV1IjFZEut7uphZfW1zN/dS3zV29i8do6djaGQHfc8IFcWFnKtFHFTB1VzOD8vt1SUzJTNO8kTCP5HmFK5mUkd++eiIiIiKQDNVIR6RK7m1p4saae+as3sWBN7T6B7h+mhEA3bfRgigf0iaXGZP5m93P3v5iZufs64OtmtgTY73IHIiIiIpImmpvgme/AU7dAQUlopFI6Ne6qRHqMxEA3f3Uti9fV0tDYArQFuumji5k6Kr5A114yAW+XmeUAr0cLl68H8lNbloiI9CT1O3azomYzK6rrWVFdT3XdDh77l1PRcjoiMapbB/OuUiMVkYPQWaC7aEoZ00cPZuqo4rQJdO0lE/A+D/QH/hn4JnAGbS2dRUQkyzQ0NvPKhi0sj8Lc8up61m7aAYAZHD00n/GlhTQ0ttCvT27M1YpkKTVSEUnK7qYWVtTUM//NaMrlAQLdtFHFFKVpoGsvmS6ai6KH21CbZhGRrNLS4qzZtJ3lVfWsqAlh7pUNW2hsdgCGD8pjfGkBH60sZWJpIWNLChiU1zvmqkWy2F6NVKbB+XeokYpIgl1NzaHL5ZubmL8mdLlsDXTHjxjERVPKmHHUYKZW9JxA194BA56ZPdjRC939w11fjoiIxOm9bbv2jMq1jtBtaQgLsg7ok8u4kgKumDWaCaWFTCgtZHhBXifvKCLdJrGRymlfgVOuVSMVyXqdBbqLp5YxbVTPGqHrTEd/62cA1cCvgQWAbqQQEckgDY3NrHprM8uq2gJdTd1OAHIMjh0+iA+eNCIKc0UcfUQ+uTm6FIikHTVSEdljV1MzK6o3R10u2wKdGRw/PDMDXXsdBbzhwJnAxcAlwMPAr919VXcUJiIiXcfdWfPe9j1Bbnl1PS+/tYWmljDV8siCPCaUFfKxGeVMKC1i7MhB9O+jT/5F0l7dOpg3B6rnq5GKZKVdTc0sr6pnwZraPQuL72pqC3SXTC2PulwWU9g/MwNdewe8ert7M/Ao8KiZ9SUEvSfN7Bvu/sPuKlBERA5e/Y7dLKuuZ3k0Oreipp76HY1AmGp5UkkhV53aNtVy2CBNtRTpcV76P3joC+GxGqlIlmhobGZFddvC4kur2gLdccMHcem07At07XX48WwU7D5ICHcVwA+AB1JfloiIJKuxuYW/bdjKsuo6llfVs6y6njXvbQdCV8tjhw3krBOHM7FMUy1FMkLDFnjkOnjxN2qkIhmvdYRuf4HueAW6/eqoyco9wFjgEeAb7r6y26oSEZED2rB555775pZV1fFizWZ2NYUbxocO7MuE0kI+MrmEiWWFnFRSSH5fTbUUyRjVC+H+K2FzNZz2ZTjlOjVSkYzS0QjdCSNCoGvtclnQX12b96ej3wj/CGwnrIP3zwmL1Rrg7q4J3iIiKbZzdzMr39rMsqo6llXVs6yqnre3NADQp1cOY48cxD9OL49G5woZWdhPi4uLZKK9GqmMhMsehbJpcVclctgaGptZXt26sPgmllbVszsKdCdG17gZowczRYEuaR3dg5fTnYWIiGQ7d6eqdgdLE8LcKxvaGqGUFfdn6qhiJpUVMrGsiONHDKJPL/2qFsl4ezVS+YeokUpB3FWJHJKGxmaWVbUFumXVewe6j00vZ9rowUwdVUxBPwW6Q6ExfRGRmGzb1cSKaJrlsujeudrtuwHo3yeX8SWFzDl1NJPKiphQVsiQ/L4xVywi3S6xkcr5P4OTPhpvPSIHqTXQLViziRfeVKDrDgp4IiLdoKXFWf3e9mh0LgS6V9/ZiofBOY4+Ip/3HXcEE8uKmFBayLHDB6oRikg226eRylwoqoi7KpFOHWiELsfgxCML+PiMcqaPHkxlhQJdqijgiYikwJaGxtDRsqqepVV1LK+uZ/POsEzBoLxeTCgr4qyxw/cEOl3kRGQPNVKRHqShsZmlVXV7mqIsV6CLnX5biIgcpjA6t42l60KYW1pVx+vvbsM9LFNwzBEDOXvscCaVFTGpvJDRQ/LJ0eiciLTX3ATP3AZP3axGKpK2GhqbWbqujvnRwuLLq+rZ3RwC3QlHDtoT6KaMKmZQngJdHBTwREQO0taGRpZX1+8JdMuq6tjS0ASE0bmJZUV8cNyRTCovZHxpoS5wItI5NVKRNLVnhO7NTcxfXRtG6KJAN3ZkAR8/OSxbUFmhQJcuFPBERDrg7qzdtIMl68LI3NJ1dXvunTODMUfkc864ERqdE5FD9+Jv4eFrwmM1UpGY7RmhW71voBs3soBPzKxg+uhiBbo0poAnIpJg5+5mVtTUs2RdGJlbWtXW2XJgXi8mlBbygROHM7k8dLbUxU1EDlnDZnjki2qkIrHauTuM0C04QKC7bGYF00YXM6WimIG65vUICngikrXcnfX1O8Po3LoQ5l7esIXmaN25o4YO4H3HHcGk8iImlxdx9FCNzolIF6leCPdfAZtr1EhFulVroGvtcrm8up7GZg+BrqSQy2ZVMH3UYCorihToeij9JhGRrLG7qYVVb23eM91yybo63tmyC4B+vXOZUFrIp2cfFUbnSgspGtAn5opFJOM0N8Ez34GnblEjFekWO3c3s2RdW6BbUbN3oLt85qioy6UCXaZQwBORjLVp2y6WrKtjSXTv3Is1m9nV1AJASVE/pkWfUE4qK+K44QPplZsTc8UiktESG6mMuxA++B01UpEu1xroFqzZe4QuN8cYO7KAy2dFga5cgS5TKeCJSEZoaXFef3dbCHTRCN2a97YD0Cc3h7EjB/FP08uZXF7EpPIihg3Ki7liEckqrY1U3OH8O+CkC+OuSDLEjt1NLF1Xv88IXWugu2LW6D1NUfL76p/+2UD/l0WkR9q+q4kV1fUsTgh0W6OlCgYP6MOk8iIumlLKpPIixo0sIK93bswVi0hWatgCj1wXGqmUTIUL7lAjFTksO3Y3JUy5rGVFdT1NLSHQjVOgExTwRKSHeKt+J4ujZiiL19Xyyoate5qhHDMsnw+ddCSTo2YoFYP7Y6ZmKCISs+qFcP+VsLlajVTkkHUa6E4ZxYzRgxXoZA/9FIhI2mlqbuFvb29lybq6MEK3tpa3NjcAbc1QPnNaaIYysbSIgv66h0BE0khzEzxzGzx1sxqpyEHrKNCdVFLAVaeOZtoojdDJgemnQkRit7WhkWVVrdMta1leVc/23c0ADB+Ux+SKIq4qL6KyvJjjR6gZioikMTVSkYO0fVfTXl0uX6zZTFOL06tdoJtSUcwABTpJgn5KRKTbtU63XLy2lsVr6/jb21tocTCD44YP4vxJJVRWhOmWIwv7abqliPQML/0fPPQFNVKRDm3f1cTiKNAt2E+gm3PqaKaPHszk8iIFOjkk+qkRkZRqbnFefXsrS9bVsmhtaIiyvn4nAP375DKxrJCrzxhDZXkRE8oKGaSWzSLS06iRinQgMdC1jtA1R4FunAKdpIB+ikSkS+3c3czy6vowOhc1Rdm6K3S3HDaoL5XlxVx5yiimVBRr7TkR6fkSG6nMvh5O/aIaqWS5jgLdSSUFfGp2W6Dr30c/K9L19FMlIoflvW27WLw2TLdctK6OVevDVBOAY4cN5O8mHMmUinD/XEmRpluKSIbYp5HKH6FsetxVSQy27Wpi8dpa5q+uZcGavQPd+NJCPnnqaGYcpUAn3Uc/ZSKSNHdn7aYdLFpbu+f+udWti4n3ymFCSSFzTh0d7p8rK1Z3SxHJTHs1UvkofPA2NVLJIomBbv7qTby0PgS63rnG+JJCPjV7NDNGD2FSeaECncRCP3UickBNzS28vGELi1pH6NbW8d62XQAU9u9NZXkRF04pZUpFEWNHFtC3lxYTF5EMp0YqWWdrQ2PClMtaVrYLdJ+efRTTRw9WoJO0oZ9CEdljx+4mllfVszAanVtaVceOaLmCkqJ+nDpmCJUVxUypKOKoofnk5Gi6pYhkCTVSyRrJBLppo4s15VLSln4qRbJY7fbdLFpby6I1e98/17pcwUcmlzClIqy9M7wgL+5yRTKWma0FtgLNQJO7V5pZMfAboAJYC1zo7nVx1ZjVqhfB/VeokUqG2trQyOK1dcxfs2+gm1BayGdOi0boyoro10czVST96beTSJZwd2rqdoZAt7aWhWtqeXPjvvfPTRkVPpXUcgUi3e50d38v4fn1wF/c/SYzuz56/qV4SstSiY1UBqmRSqbYE+iiLpcvrd9Mi7Mn0H02CnQTFeikh1LAE8lQLS3Oa+9uZdGaWhaurWPRmlre3tIAwMC8XlSWF3HB5BKmVhQzrkT3z4mkoXOB06LHdwNPooDXfdRIJWNsaWhs63KZEOj65OYwobSQq08/WoFOMooCnkiG2N3Uwsq3NrNwTZhyuXhdHZt3NgJh/bkpFcVMHVVMZXkxxw4fSK7unxNJJw78ycwcuN3d5wLD3H1DdPxtYFhs1WWbxEYq582F8f8Qd0VyEBID3fzVm1jZLtB99vSjmaFAJxlMAU+kh9qxu4llVfUh0K2tZWlVHQ2NLQCMHjKAs04czpRRxUytKKa0WOvPiaS5We6+3syOAB43s78lHnR3j8LfPsxsDjAHoKysLPWVZrL2jVTOnwvFo+KuSjrRYaAri0bojgr30OX1VqCTzJfSgGdmZwHf5/+3d+fRcdX33cffX0mWLVu2pBnZeJElzUiiYByvkiV5AYJJ4iYEUkIakw0KhIQ+aSBLCWnOyWnJOc3SPsnTnHKSEsJ50jYpSQO0hJiHhxR4ijd5YfGCbazFxjbGtnZhWbIl/Z4/7pU0ErLxyBrNos/rHB3d+c2dO3d+ntHPn7n3fn+QDjzinPvesPu/CtwF9ACngDucc4djuU8iyaqt8xw7DnvXzm071Mzuo4MFURbMmcH6ikJWhLyCKDOnT4737opIFJxzx/zfJ83sSWAFcMLM5jjnjpvZHODkeR77MPAwQHl5+YghUC6CCqkkjfauc2xvaB6ocrn3rWGB7royqkIBlhUp0MnEFLO/XGaWDjwEfAA4Cmw3s6ecc69HrPYKUO6c6zSze4AfADoPQgQ42dHF9oYWtjU0UdPQzIETHTh/AFtUkMPnrw6zQgVRRJKemU0D0pxzHf7yB4EHgaeA24Dv+b//M357mcL6er1CKi9+T4VUElTbXct4TwAAGX9JREFUGS/Q1TQMC3QZaSydn8tfXFdGZTigI3Qivlh+NbUCqHXO1QOY2WN4F4wPBDzn3AsR628FPhPD/RFJaEeaO72jc/4pl/WNXoXLqZnpLC/K4yPvm0NFKMCS+bkawERSy2XAk/5p1BnAr5xz/8fMtgO/MbM7gcOAZtQea61veoVU3tyiQioJpD/Qba1vYmtDE3vfave+4MxIY1lhLl9eW0ZVOKjxUOQ8Yhnw5gFHIm4fBSovsP6dwDMx3B+RhOGco77x9ECg29bQzLHWMwDkZE2iojiP9SvmU1EcYOG8HCalp8V5j0UkVvwvQheP0N4ErB3/PZogdv8Wnv4quD4VUomzts5zbDvUPDBtwevHBwPd0vm53KtAJxKVhDi53Mw+A5QD15znfl1ALkmtr89x4EQHNfVNbPPnoGt85ywA+dmTqQwFuPvqMJXhAJfPmk6aKlyKiMRGVzts+EvY9RgUVMDNP1MhlXGmQCcSW7EMeMeA+RG3C/y2IczseuBbwDXOue6RNqQLyCXZ9PT28frxdmrqm6nxT7nsn7JgXm4Wa8pmUhnypi0I5U9ThUsRkfFwZDs8cZd3auY134Cr71chlXFwoUC3vDCPe9eWUR0OsliBTmRMxPKv2nagzMxCeMFuPfCpyBXMbCnwT8A659yI1cFEksHZnj52H2ujpqGJmvpmdh5u4Z3uHgCKg1NZd9VsKsNeoCvImxrnvRURmWBUSGVctXaeZVvD4LQF+972At3kjDSWF+Vx39rLqQoHFOhEYiRmAc8512NmXwKexZsm4VHn3F4zexDY4Zx7Cvg7IBv4d/8IxpvOuRtjtU8iY6XrXC+vHWmlxq/q9fLhVs6c6wWgbFY2Ny2ZS2U4SGUowGUzpsR5b0VEJjAVUom51s6z3nh4nkD3lesvpzIUYElhLpMzFOhEYi2m5yU45zYAG4a1fTti+fpYPr/IWOk618vLh1vY2tBMTX0Trxxp5WxPH2ZwxewZfLJiPpWhABWhAPnZmoNORCQhqJBKTPQHuv556PaPEOiqwkEWz89RoBOJA514LjKCzrM97DzcMvBt5GtHWznX60gzuGpuDp+rKqIyHKSiOI/cqZnx3l0REYnU1Q7P3A+v/ZsKqYyBCwW68mIFOpFEo4AnApzu7mHH4Ra21jdRU9/ErqNt9PQ50tOMhfNyuGN1iKpQkOXFmlRcRCShqZDKJWs5fXbgEoTIQDdlUhrLCvP46vWXU1USZFGBAp1IItJfPJmQ3unuYfuhwesFdh9ro7fPkZFmLCrI4fNXh6kKB1lelEf2ZH1MREQS3vBCKrdvgKLqeO9VUugPdP1VLve/3QF4gW55UR5f+4B3hG5RQS6ZGZqXVSTR6X+uMiH0B7r+00v2+IFuUrqxuCCXL14zGOimZupjISKSVCILqSy8xSukkpUb771KWM2nz7LNPzoXGeiyJqVTXpzHDYvmKNCJJDH9T1ZS0oUC3ZL5udxzTQlV4SDLinIV6EREktmex+F3XxkspLLoT0Fziw7R9E432xqaB47SjRToqkuCvG+eAp1IKtD/bCUlvFeg+/NrS6gMeUfosjJ1vYCISNLr7oAN98Nrv1IhlWH6A13/mHjgxNBA99HFc6kMBXSETiRFKeBJUjo9EOiGXkMXGeiqwkGWFSrQiYiknKM74PG7oPWwCqngBbrIa+jeOPEOMBjoblyiQCcykUzcv4aSVM6c7WXH4Wa21HmDV3+Vy4y0wVMuq0sU6EREUlpfL2z8Ibzw3QldSCUy0NWMcITupiXz/GvocpiUrkAnMtEo4ElC6p9YfEt9E1vqBueh669y+QUVRRERmVhaj/iFVDZPuEIqjUNOuRw8Qjc1M53lRXnctHQuVeEg75unQCciCniSILp7ennlzVa21DWxpb6JV99s5Wxv38A8dHeuDlNdEqS8KI9pmrZARGRi2fME/O4+v5DKP8GiT6Z0IZXGd7oHpvHZWt/EwZODga68OMCfLC2gMhxQoBOREel/yhIX53r72HXUC3Sb65rYebiF7p4+0gyumpvD7auKqQ4HKS/OY7omFhcRmZgiC6nMK4ePP5KShVROdXT7k4p7p1z2B7pp/YFu2Tyqw0EWKtCJyEVQwJNx0dPbx9632tlS7wW6HYea6TzbC8CVc2bw6coiqkuCrAgFyMlSoBMRmfAiC6lcfT9ccz+kp8b4EBnottY3UxsR6CpCAW5eVkB1SZCFc2eQoUAnIlFSwJOY6Otz7H+7w7+GrpGa+mY6unsAKJuVzS3LC6gOB6kMBwlMy4zz3oqISMIYUkhlbkoUUjnZ0TXklMu6U6eBwUB3y/ICKkPeKZcKdCJyqRTwZEw456g7dZotdY1s9itdtnSeA6A4OJUbFs+luiRIVTjArOlT4ry3IiKSkFqPwJNfgMObYOHH4SM/TMpCKu8V6D5RPl+BTkRiRgFPRu1Icyeb/UC3ua6JUx3dAMzLzWLtlZdRHQ5SXRJkbm5WnPdUREQS3p4n4On7oC/5CqmcL9BlT86gojiPPy2fT1U4yFU65VJExoECnly0E+1dflEUL9QdbTkDQH72ZFaWBFlZ4gW6wsBULEkGZRERibPuDnjmG/DqL5OmkMrJ9i62RkxbUD8s0H2ywgt0C+Yo0InI+FPAk/Nq7Tw7UOVyc13jwDeSOVmTqAoH+PyaMCtLgpTOylagExGR6B3dCY/fmfCFVE62d7HFL4hS0zAY6KZPzqAiFGC9Ap2IJBAFPBlwuruHbYea2VLXxKbaRl4/3o5z3rw7FcUBPlkxn5Ul+Vw5ZwbpaQp0IiIySgleSOVEe9dAhcua+ibqGwcD3Qo/0FWH81kwV+OhiCQeBbwJrH9y8c11TWyubeTVI6309Dky09NYWpjLV66/nJUlQRbPz9W8OyIiMjYSsJDK221dQ6YtaOgPdFMyqAwFuHVFoXeEToFORJKAAt4E0tvneP2tdjbVNbKptpHth5rpOudNLv6+eTnctSbMqtIg5UUBsjLT4727IiKSavY+Cb+71zuC97GfwuL1cSmk8nZb18D1czUN7w50n64spDKkQCciyUkBL4U556hvPM3m2kY21Taxpb6JtjPe1AVls7JZX1HIyhJvLjpNLi4iIjHzrkIqP4NAeNye/njbGS/M+ZUuDzV1Agp0IpKaFPBSzPG2M2yq9Std1jbxdnsX4E1d8KGrLmNVaT7VJUHNRSciIuMjDoVU3mo9451yWdfM1oYmDg8JdEE+U1VEVTioa8pFJCUp4CW5ts5zbKn3iqJsqmscqOyVN3USK0vzWVWSz6pSTV0gIiLjrK8XNv4IXvwuTJ8Dt/8eilbG5Kneaj0z5JTL/kA3Y0oGK0JBPqtAJyITiAJekuk618vOwy1srG1kc20ju4+10ecga1I6K0IBbq0oZGVpkCtnzyBNg5iIiMRD21F44m6vkMpVN8MNPxrTQirHWs9QUz9YFOXNZi/Q5WRNYkUowGeriqguCXLFbAU6EZl4FPASXG+fY+9bbWys7S+M0sLZnj4y0owl83P5i+vKWFWaz5L5uWRmqNKliIjEWQwKqRxrPcPWOj/QNTRxpPkM4AW6ylCA21YWUx0OcsXs6fpyU0QmPAW8BOOc41BTpxfoDjayua6R9q4eAK6YPZ3PVhWxujSfilCA7Mn65xMRkQQxpJDKcvj4I6MupHK0pZOtfkGUmohAlzvVC3R/tjJEZTigs1VEREaghJAAGt/pZnNdE5sONrKxtpFjrd5ANi83i3ULZ7OqNJ+VJfnMnD45znsqIiIygv5CKi2HYM3X4doHoiqkEhnottY3cbRlaKC7Y1WIypCO0ImIXAwFvDg4c7aXbYea2XjwFBtrm9h3vB3wLgZfWZLPF68tYXVpPsVBFUYREZEEFllIJXu2V0ileNV7PuxIcyc1De8OdHlTJ1EZCnLX6hBVJUEun6VAJyISLQW8cdDb59h9rI1NtY28dPAULx9u5WxvH5npaSwvyuMvP/RHrC7NZ+G8HF0MLiIiyWFIIZU/8Qup5I246pHmzoGCKFvrmwbOVFGgExEZewp4MeCc47B/Hd3GYdfRLZgzg9tXFXvX0RUHyMpMj/PeioiIRGlIIZWfwOJbBwqpOOc42nKGLRETi/cHusC0TFYUB7j76jBV4SBls7IV6ERExpgC3hhpOX2WTXWN/lG6xoHTTebmTGHdwtmsLpvJypIg+dm6jk5ERJLU8EIqN/8MFwhzpHnoPHSRga4q7AW66pIgpTMV6EREYk0Bb5S6e3rZeaiFl/yjdHveasM5mD45g+qSIHdfHWZ1aT6h/Gm6jk5EREbFzNYB/wCkA484574Xt53xC6m4lkO0l9/LszNvY8sfOtha/zzH27oACE7LpCoc5AvXDB6h0xgoIjK+FPAuknOOAyc6eOmNRl6qbWRbQxNd57z56JYW5nLf2stZXZbP4oIcMtI1H52IiFwaM0sHHgI+ABwFtpvZU86518dzP1xvD63P/T05NX9HW3qAv5r0IM9sLAH2k5+dSWUoSFU4QKUCnYhIQlDAu4CT7V285E9dsLG2kVMd3QCUzJzG+opCVpfmU1US1Hx0IiISCyuAWudcPYCZPQbcBMQ04PVfR761von9B/ZxY/3fsMzt5eneKv5n2hdZEC7iO+EgVaEApQp0IiIJR8kkQv/0BS+9cYqXDjZy4EQH4F1DsKo0nzWl+awuy2dublac91RERCaAecCRiNtHgcpYPuEDj+/ixQOneLu9i3Vp2/h+5iNMsR42LfwOV6y5nednTVegExFJcBM64PX1Ofa93c5LB73pC7Y3tAxMX1ARyuNjS69gTVk+C+bM0EXhIiKSkMzsbuBugMLCwkva1jvdPawqmsI9nf9C6bEncfOWYzf/jFXBkrHYVRERGQcTLuCd6ujm/71xipcOnmLjwUaaTp8F4IrZ0/lcdRGry/KpDAU1fYGIiMTbMWB+xO0Cv20I59zDwMMA5eXl7lKe8B+vcfD4l6C5AdZ8Hbv2AUifdCmbFBGRcTbhAt4f9p3gm0/sJj87kzVl+awpm8nqsnwumzEl3rsmIiISaTtQZmYhvGC3HvhUzJ6t9xz85nZwfXD776F4VcyeSkREYmfCBbx1V81mUUEOV87WaZciIpK4nHM9ZvYl4Fm8aRIedc7tjdkTpk+C9f8KuYWQlRezpxERkdiacAEvb1omedMy470bIiIi78k5twHYMG5POGfxuD2ViIjEhiZsExERERERSREKeCIiIiIiIilCAU9ERERERCRFKOCJiIiIiIikCAU8ERERERGRFBHTgGdm68zsgJnVmtkDI9w/2cx+7d9fY2bFsdwfERERERGRVBazgGdm6cBDwB8DC4BbzWzBsNXuBFqcc6XAj4Dvx2p/REREREREUl0sj+CtAGqdc/XOubPAY8BNw9a5CfiFv/xbYK2ZafZxERERERGRUYhlwJsHHIm4fdRvG3Ed51wP0AYEh2/IzO42sx1mtuPUqVMx2l0REREREZHklhRFVpxzDzvnyp1z5TNnzoz37oiIiIiIiCSkjBhu+xgwP+J2gd820jpHzSwDyAGaLrTRnTt3NprZ4bHc0QSTDzTGeyeSjPoseuqz6Ki/ojdWfVY0BtuYMFJ8jNTnMHrqs+ipz6KnPoveWPTZecfHWAa87UCZmYXwgtx64FPD1nkKuA3YAtwCPO+ccxfaqHMupQ/hmdkO51x5vPcjmajPoqc+i476K3rqs/hI5TFS76noqc+ipz6LnvoserHus5gFPOdcj5l9CXgWSAcedc7tNbMHgR3OuaeAnwP/Yma1QDNeCBQREREREZFRiOURPJxzG4ANw9q+HbHcBXwilvsgIiIiIiIyUSRFkZUJ5uF470ASUp9FT30WHfVX9NRnMtb0noqe+ix66rPoqc+iF9M+s/e45E1ERERERESShI7giYiIiIiIpAgFvBgws0fN7KSZ7YloC5jZc2Z20P+d57ebmf3YzGrNbJeZLYt4zG3++gfN7LaI9uVmttt/zI/NzMb3FY49M5tvZi+Y2etmttfM7vXb1W/nYWZTzGybmb3m99nf+O0hM6vxX+evzSzTb5/s36717y+O2NY3/fYDZvahiPZ1flutmT0w3q8xFsws3cxeMbOn/dvqrwsws0P+5+ZVM9vht+lzKaOmMTI6Gh+jp/Fx9DRGRidhx0jnnH7G+Ae4GlgG7Ilo+wHwgL/8APB9f/nDwDOAAVVAjd8eAOr933n+cp5/3zZ/XfMf+8fxfs1j0GdzgGX+8nTgDWCB+u2CfWZAtr88CajxX99vgPV++0+Be/zlPwd+6i+vB37tLy8AXgMmAyGgDq/ybbq/HAYy/XUWxPt1j0G/fRX4FfC0f1v9deH+OgTkD2vT51I/l/Ke0hgZXX9pfIy+zzQ+jr7vNEZG11+HSMAxUkfwYsA599940z5Eugn4hb/8C+BjEe3/7DxbgVwzmwN8CHjOOdfsnGsBngPW+ffNcM5tdd6//D9HbCtpOeeOO+de9pc7gH3APNRv5+W/9nf8m5P8HwdcB/zWbx/eZ/19+Vtgrf9N0E3AY865budcA1ALrPB/ap1z9c65s8Bj/rpJy8wKgI8Aj/i3DfXXaOhzKaOmMTI6Gh+jp/FxdDRGjpm4fzYV8MbPZc654/7y28Bl/vI84EjEekf9tgu1Hx2hPWX4h/mX4n3jpn67AP9UileBk3h/EOqAVudcj79K5Osc6Bv//jYgSPR9mcz+F3A/0OffDqL+ei8O+L9mttPM7vbb9LmUsab31EXQ+HjxND6OisbI6CXkGBnTefBkZM45Z2YqXzoCM8sGHgfuc861R55qrH57N+dcL7DEzHKBJ4Er4rxLCcvMbgBOOud2mtm18d6fJLLaOXfMzGYBz5nZ/sg79bmUsab31Mg0PkZH42N0NEaOWkKOkTqCN35O+Ida8X+f9NuPAfMj1ivw2y7UXjBCe9Izs0l4g9cvnXNP+M3qt4vgnGsFXgCq8Q759395E/k6B/rGvz8HaCL6vkxWq4AbzewQ3qkh1wH/gPrrgpxzx/zfJ/H+k7QCfS5l7Ok9dQEaH0dP4+NF0xg5Cok6RirgjZ+ngP6qOLcB/xnR/jm/sk4V0OYf1n0W+KCZ5fnVdz4IPOvf125mVf65zp+L2FbS8l/Lz4F9zrkfRtylfjsPM5vpfzOJmWUBH8C7NuMF4BZ/teF91t+XtwDP++d0PwWsN68iVggow7uodztQZl4FrUy8i6ifiv0riw3n3DedcwXOuWK81/K8c+7TqL/Oy8ymmdn0/mW8z9Me9LmUsaf31HlofIyexsfoaYyMXkKPkS4BKtCk2g/wb8Bx4Bze+bJ34p2X/F/AQeAPQMBf14CH8M4N3w2UR2znDryLU2uBP4toL/ffQHXAP+JPWJ/MP8BqvPOYdwGv+j8fVr9dsM8WAa/4fbYH+LbfHsb7Y1oL/Dsw2W+f4t+u9e8PR2zrW36/HCCiQpP/b/CGf9+34v2ax7DvrmWwQpj66/z9FMardPYasLf/NelzqZ9LfF9pjIyuvzQ+Rt9nGh8vrf+uRWPkxfRTwo6R5j9YREREREREkpxO0RQREREREUkRCngiIiIiIiIpQgFPREREREQkRSjgiYiIiIiIpAgFPBERERERkRShgCcSJTPrNbNXzWyPmf2uf66dKB7/opmV+8sbon38eba51Mx+fqnb8bd1g5k9OBbbEhGRiUVjpEj8KeCJRO+Mc26Jc24h0Az8j9FuyDn3Yedc6xjs018BPx6D7QD8HviomU0do+2JiMjEoTFSJM4U8EQuzRZgHoCZrTCzLWb2ipltNrM/8tuzzOwxM9tnZk8CWf0PNrNDZpZvZsVmtiei/etm9tf+8pfN7HUz22Vmjw3fATObDixyzr3m3/5rM3vU/xa03sy+7LcXm9l+M/vfZvaGmf3SzK43s01mdtDMVgA4b3LMF4EbYtJjIiIyUWiMFImDjHjvgEiyMrN0YC3Qf9rHfmCNc67HzK4H/hb4OHAP0Omcu9LMFgEvR/lUDwAh51z3eU5VKQf2DGu7Ang/MB04YGY/8dtLgU8AdwDbgU8Bq4Eb8b7h/Ji/3g5gDfCbKPdVREREY6RIHCngiUQvy8xexftWch/wnN+eA/zCzMoAB0zy26/GPzXEObfLzHZF+Xy7gF+a2X8A/zHC/XOAU8Pafu+c6wa6zewkcJnf3uCc2w1gZnuB/3LOOTPbDRRHPP4kMDfK/RQREdEYKRJnOkVTJHpnnHNLgCLAGLy+4DvAC/51Bx8FpkSxzR6Gfh4jH/sR4CFgGbDdzIZ/MXNmhOfqjljuZfDLnMj2vojbfQz9wmeKv10REZFoaIwUiTMFPJFRcs51Al8GvuYPKDnAMf/u2yNW/W+80zwws4XAohE2dwKYZWZBM5uMf26/maUB851zLwDf8J8je9hj9+GdVjKWLufdp7SIiIhcFI2RIvGjgCdyCZxzr+CdHnIr8APgu2b2CkO/6fsJkG1m+4AHgZ0jbOecf982vNNZ9vt3pQP/6p8e8grw4+EVxZxz+4Ec/0LysfJ+vEphIiIio6IxUiQ+zCsGJCLJzMy+AnQ45x4Zg21dBvzKObf20vdMREQkvjRGykSjI3giqeEnDL124FIUAl8bo22JiIjEm8ZImVB0BE9ERERERCRF6AieiIiIiIhIilDAExERERERSREKeCIiIiIiIilCAU9ERERERCRFKOCJiIiIiIikCAU8ERERERGRFPH/AYZ6CfY0ZUvYAAAAAElFTkSuQmCC\n", + "image/png": 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+ZWbfJTRZGQMs7MaSRUQy28562P4e1DekvJFKZ7r6GqmAJ3vLHwpjLwgbQH0VrHkmTOlc8zSsmhf2DyppC3ujToUC3RoiItKBmcA/AS+ZWWurtK8AF5vZBMIUzbXAJwHcfZWZ3Qe8TOjA+Vl10BQR6SJrn4MHPgnTvwsDx0D+sIwauFDAk44Vlu3doXPTm6Fhy5qn4bVHYUX0iUPxUVHYOwUqTg1BUUREAHD3Z9l/G7ZHOnjNt4BvpawoEZFs09wIT90celAUlodgN3B43FV1OQU8SZ4ZDDk6bFOuhJYWeHdVCHtrngnr7y25M5x7xAltUzorZnb7fGYRERERkT1qV8P9V8H6xTDhUjj7ZlhdE3dVKaGAJ4cuJyes7zF8HMz4bLQkw/IQ+NY+A0vvgYW3AwYjTmoLfGUzIG9Q3NWLZBV3x9J4+om7eoOIiEgKuMOKe+GR68KyBx+5E8aen3A4866PCnjSdXJ7QUll2E65Bpp2h09J1jwTQt/CufDCD8NfriMnhumco06F0unQp3/c1YtkrLy8PDZt2sTgwYPT8iLm7mzatIm8PK3FKSIiXWhnPTz0hdBDouxkOH8uFLY1KM7U66MCnqROrz5QfnLYTvsSNO6E6oVtI3zP/zc8+z3I6R1CYcUpIfRp0XWRLlVSUkJNTQ0bN26Mu5QDysvLo6SkJO4yREQkU6x7HubNgS1vwRlfhVlf2Gdtu0y9PirgSffp3a9tDT6AXdugen7bPXzPfAeevgVy+0LJlKhhyykh/PXqG2/tIj1Y7969GTVqVNxliIiIpF77RipXPA4lk/d7aqZeHxXwJD598+Ho94cNokXXXwije2uehidvAr4NvfpB6dS2wHfkpNjWKRERERGRNJXYSGX8JXDOLdB3YNxVdTsFPEkfeQVw7FlhA9hZF4bX1zwDa5+Fv/5H2N+7P5RNh4pZUeCbCLm946tbREREROKT2EglZ99GKtlGAU/SV78iOO6DYQPYURuC3tpnwyjfX24M+3sPCIGvdYRvxITQ8EVEREREMltiI5XymXDe7Xs1UslG+lew9Bz9i+GED4cNYPt7CYHvWfjz18P+PvlhKYbWEb4R4xX4RERERDJNayOVrRsO2EglG+lfvdJzDRgCJ/592AC2bYR1iYHva2F/n/y9p3SOGK8pnSIiIiI9VXMjPHVLaNBXWA6X/+mAjVSykQKeZI78oXDieWED2PYurHsuhL01z+w9wlc6LeEevgkKfCIiIiI9QWIjlQmXwtk3Z2UjlY4o4Enmyj+i48D3l2+E/b0HQFkU+MpnhaYt6tIpIiIikj4SG6mYGql0RAFPssc+gW9jW+Bb91xC05b+YVmG8lkh9I2cpHX4REREROKS2Eil7GQ4f27WN1LpiAKeZK/8oXvfw7d9096B74loWYZeeWHh9YpZoTtTyRTonRdf3SIiIiLZorWRypa31EglSQp4Iq0GDN67S+eO2ijwPReatzx5E+CQ2yeEvPKZUDETSqZCn/6xli4iIiKSUdo3UrnicTVSSZICnsiB9C+G4/8ubBAWXq+a3zbC98x34OlbIKd3mMZZfnKY1lk2TTf7ioiIiBwqNVI5LCkNeGZ2FvB9IBf4mbvf1O54GXA3UBidc727P5LKmkQOWb8iOPbssAE0bIHqhdHSDM/B8/8Nz34PLCcsxVA+M0zrLJseXisiIiIiB6ZGKl0iZQHPzHKBHwFnAjXAIjN70N1fTjjtBuA+d/+JmZ0APAJUpKomkS6VNwjGvD9sALu3R4Hv+TDCt/AOeOGHgMGwsWE6Z/nJ4ebg/KGxli4iIiKSVtRIpcukcgRvKvCGu68GMLN7gXOBxIDnwKDocQHwVgrrEUmtPgPgqNPDBtDYEKYWrHs+TOtccjcs+Gk4NuSYtimd5SdDwcj46hYRERGJkxqpdKlUBryRQHXC8xpgWrtzvg78ycw+BwwA3p/CekS6V++8aDH1WTD7X6FpN2xYHsJe1Quwch4suSucW1gepnSWnxy24tFgFmv5IiIiIinV3AhP3QzP3KZGKl0o7iYrFwN3ufttZjYD+B8zG+vuLYknmdkcYA5AWVlZDGWKdIFefcL6eqVTw/OWZnhnZdSl8zl47VFY8atwLH94W9grnwlDj4OcnPhqFxEREelKaqSSMqkMeOuBxImzJdG+RFcAZwG4+wtmlgcMAd5NPMnd5wJzASorKz1VBYt0q5zc0IxlxHiY8ZlwY/HGv4VpClUvhOC3al44t18RlM0IW/lMGHES5PaOt34RERGRg6VGKimXyoC3CBhjZqMIwe4i4JJ251QB7wPuMrPjgTxgYwprEklfZnDE8WGbckX4BVi3NoS9dc+F4Pdq1GS29wAonRJuQi4/GUoqoXe/WMsXERER6ZAaqXSLlAU8d28ys6uBxwhLIPzC3VeZ2Y3AYnd/ELgWuMPMvkBouPIJd9cInQiEwFc8KmwTos9Gtr7dNsK37nl48tuAt63FVzYjBL7SadCvMNbyRURERPbYq5HKDTDrGjVSSRHraXmqsrLSFy9eHHcZIulhZ120NMNzsO4FeGsZtDSyZ2mG8hlhHb7ymTBweNzVihw0M1vi7pVx19FT6BopImmnuRGeugWe+Q4UlsEFPw8zj+SwdHR9jLvJiogcjn5FcMwHwgawewesXxKN8j0Py34JC+eGY0UV0ZTOGeHr4KPUqVNERERSJ7GRyvhL4Jxb1EilGyjgiWSSPv1h1Clhg/Cp2YYXQ9hb98LenToHHBFG98pmhNA3bBzk6leCiIiIHKZ9Gqn8AsZeEHdVWUP/mhPJZLm9w3oyJZPh5M9BSwu891q4h6/qhRD6XnkwnNsnPyzhUBZN6xxZGQKjiIiISLISG6mUz4TzblcjlW6mgCeSTXJy4IjjwlZ5Wdi3uQaq5rcFvif+k9C4pReMmBBN6ZwBpdNhwOBYyxcREZE0tlcjla/CrC+okUoMFPBEsl1BCYz7SNggoXHL8yH4Lbgdnv/vcGzIsW3TOsumh/v6dB+fiIhIdmtugqdujhqplMMVj4fZQxILBTwR2Vv7xi2NDaE7Z1UU+Fb9DpbeHY4NHNEW+Eqnhc6duo9PREQke9SuDqN2NYtgwqVw9s1qpBIz/UtMRDrWOy9M0yyfEZ63tMC7L0P1/Ghq53xY9UA41icfSqZEI3zTwn18ffPjq11ERERSY59GKnfC2PPjrkpQwBORg5WTA8PHhm3KlWFffTVUL4iat8xvW4DdcmH4uLbAVzodBo2ItXwRERE5TDvr4eFrYOX9Yeml8+eqkUoaUcATkcNXWBq2Pffx1UPN4jDKt+4FWHIXLPhJdG55NK1zegh8Q48LoVFERETSnxqppD0FPBHpev0KYcz7wwYJ6/G9EELfm3+FF38TjuUVQMnUttB35CQtzyAiIpJu1Eilx1DAE5HUS1yPj6vDvP3a1WE6Z/V8qFoAbzwezs3pBSPGR41bpoZRvoHDYi1fREQkq6mRSo+igCci3c8MBh8VtomXhn07asPyDK2Bb+Ed8MIPw7GiihD0SqORvqHHa1qniIhIqqmRSo+kgCci6aF/MRx7VtgAmnbDhhVt3Trf/Cu8eG841rcASiqj+/imwcjJ6tYpac3MSoF7gGGAA3Pd/ftmVgz8BqgA1gIXunudmRnwfeAcYAfwCXdfGkftIpKldtbDQ1+AVfPUSKWHUcATkfTUqw+UTgnbyZ8LnyLWrQmje9Xzw2jfE/9JW7fOsSHstW66CEl6aQKudfelZjYQWGJmjwOfAP7i7jeZ2fXA9cCXgLOBMdE2DfhJ9FVEJPX2aqRyA8y6Ro1UehAFPBHpGcygeHTYJlwc9u2sD/cDVC8I27JfwsK54digkdE9fNPC1+EnhXsBRWLg7huADdHjrWb2CjASOBc4LTrtbuBJQsA7F7jH3R2Yb2aFZjYieh8RkdRobowaqdwGhWVwxZ/CjBnpURTwRKTn6lcIY84MG4QOX++8BNUJoa91EfZe/cJUztIpIfSVTIUBg+OrXbKWmVUAE4EFwLCE0PY2YQonhPBXnfCymmjfPgHPzOYAcwDKyspSUrOIZIHa1XD/VbB+MYy/BM65RY1UeigFPBHJHLm94MiJYZs2J+zbvB5qFoYpnVXz4fn/hpbvhWODj47CXhT6tCafpJiZ5QP3A//i7lvCrXaBu7uZ+cG+p7vPBeYCVFZWHvTrRSTL7dNI5Rcw9oK4q5LDoIAnIpmtYCQUnAcnnheeN+6Et5aFsFezCF57FJb/Mhxrbd5SOi2M9I2shLxB8dUuGcXMehPC3S/dfV60+53WqZdmNgJ4N9q/Hki8kbQk2ici0nV21sPD18DK+6NGKreHqZnSoyngiUh26d0Pyk8OG7StyVe9IFqmYSE8+W1Co0ODI07Ye1rn4KPC/YAiByHqivlz4BV3/27CoQeBjwM3RV9/n7D/ajO7l9BcZbPuvxORLqVGKhlLAU9EslvimnwTLgn7GjbD+iVt9/KtfACW3BWO9SsOTVtKpoSvR07SEg2SjJnAPwEvmdnyaN9XCMHuPjO7AlgHXBgde4SwRMIbhGUSLuveckUkYzU3RY1UvqNGKhlKAU9EpL28AjjqjLABtLTAe6+G0b2ahSH4vfZoOGa5MOzEtsBXMiV0+tQonyRw92eBA/1QvG8/5zvw2ZQWJSLZp3Z1GLWrWaRGKhlMAU9EpDM5OXDE8WGb/PGwb0dtNMoXhb4XfwOLfx6O9R8SBb4pYVrnyEnQZ0B89YuISHZTI5WsooAnInIo+hfvvURDSzO8+0r4VLRmUQh+r/0xHEsc5Wsd6dMon4iIdIfERirlM+G826GwtPPXSY+lgCci0hVycmH42LBVRrdL7aiFmsVtyzS8eF/bKF+/4oRRvilhjT5NkxERka607oWokcp6OOOrMOsLaqSSBRTwRERSpX8xHPP/wgZhlG/jq2338dUsgtcfi06OOnaWVLaN9A05RuvyiYjIwdurkUo5XPE4lEyOuyrpJgp4IiLdJScXhp0QtsmfCPt21kHNEli/OAS+l38HS+8Ox/oWhPv3Wpu3jJwcQqOIiMiB1K6BeVepkUoWU8ATEYlTvyIY8/6wQejYuemNtsBXvQievhW8JRwffHQ0wlcZFmIfdiLk9o6vfhERSQ/uoeHXw9eB5aiRShZTwBMRSSc5OTD0mLC1rsu3axu8taytgcsbf4EVvw7HevWDIye0Te0cWQkFI+OrX0REut/Oenj4Wlj5f1B2Mpx/e1jjTrKSAp6ISLrrmw+jTgkbhE9p66tC2Fu/JHxdcDs8/9/h+MAjw70WrYHvyAlapkFEJFPt1UjlBph1jRqpZLkDBjwzewnwAx1395NSUpGIiHTMDIrKwzbuI2Ff0y54+6Woa2c00vfKH6Lzo3v/Rla2Te8cPEYNXEREerJ9Gqn8Kfx+l6zX0Qjeh6Kvn42+/k/09dLUlSMiIoekV99ommYl8Kmwb/t7IfC13s+38n5Ycmc41rcARk6MQl90P1/+0NjKFxGRg6BGKtKBAwY8d18HYGZnuvvEhEPXm9lS4PpUFyciIodhwBA49qywQdTA5fWE0LcYnv0eeHM4XliWEPgmw4jx0LtffPWLiMje1EhFkpDMPXhmZjPd/bnoycmA5vWIiPQ0OTkw9NiwTYwmY+zeARtWtAW+mkWwal50fq/QpXPk5Lbgp6mdIiLxUCMVSVIyAe8K4BdmVhA9rwcuT11JIiLSbfr0h/IZYWu19Z22wLd+Mbz4W1j8i3Cs7yA4cmIU+iaH0DdweDy1i4hkCzVSkYPQacBz9yXA+NaA5+6bU16ViIjEZ+AwOO6DYYMwtfO910LYW78kbM//AFqawvFBI9sC38jJoWun7gURETl8zY1RI5XbwmidGqlIEjoNeGY2DPhP4Eh3P9vMTgBmuPvPU16diIjELycHjjgubBP/Mexr3AkbXowCXzTa98qD4ZjlwNDj4Mq/hBFCERE5eLWr4f6rwu/Y8RfDObfqwzNJSjJTNO8C7gT+LXr+GvAbQAFPRCRb9e4HZdPC1mr7JnhraQh9dWsV7kREDoU7rLgXHrkuLHOjRipykJIJeEPc/T4z+zKAuzeZWXOK6xIRkZ5mwGAYc2bYRETk4O2sh4evCcvaqJGKHKJkAt52M3uZa48AACAASURBVBtMtOi5mU0HdB+eiIiIiEhXSWykcvoNcIoaqcihSSbgXQM8CBxlZs8BQ4GPpLQqEREREZFs0NwUNVL5jhqpSJfoMOCZWS4wO9qOBQx41d0bu6E2EREREZHMVbsG5l0V1iBVIxXpIh0GPHdvNrOL3f17wKpuqklEREREJHO5w4u/gYevC52H1UhFulAyUzSfM7MfEjpnbm/d6e5LU1aViIiIiEgm2quRygw4f64aqUiXSibgTYi+3piwz4Ezur4cEREREZEMpUYq0g06DXjufnp3FCIiIiIikpGam+DpW+DpW9VIRVIumRE8zOyDwIlAXus+d7/xwK/Y87qzgO8DucDP3P2m/ZxzIfB1wqjgCne/JKnKRURERETS3V6NVC6Bc25RIxVJqU4Dnpn9FOgPnA78jLBEwsIkXpcL/Ag4E6gBFpnZg+7+csI5Y4AvAzPdvc7MjjikP4WIiIiISDpRIxWJSU4S55zs7h8D6tz9G8AM4JgkXjcVeMPdV7v7buBe4Nx251wF/Mjd6wDc/d3kSxcRERERSUMNm+H+K+GBT8LwcfDpZxXupNskM0VzZ/R1h5kdCWwCRiTxupFAdcLzGmBau3OOAYgWUM8Fvu7ujybx3iIiIiIi6SexkcoZN8AsNVKR7pVMwHvIzAqBW4GlhHvlftaF338McBpQAjxtZuPcvT7xJDObA8wBKCtTG1kREYmPmVUCpwBHEj4EXQk83jobRUSylBqpSJrodIqmu3/T3evd/X6gHDjO3b+axHuvB0oTnpdE+xLVAA+6e6O7rwFeIwS+9jXMdfdKd68cOnRoEt9aRESka5nZZWa2lHDveD/gVeBdYBbwZzO728z0KaRINqpdA3eeBU/dDCddBJ96VuFOYpNMk5WP7Wcf7n5PJy9dBIwxs1GEYHcR0L5D5u+Ai4E7zWwIYcrm6mQKFxER6Wb9CU3Bdu7voJlNIHxIWdWtVYlIvFb8Bh6+Vo1UJG0kM0VzSsLjPOB9hKmaHQY8d28ys6uBxwj31/3C3VeZ2Y3AYnd/MDr2/8zsZaAZ+KK7bzqEP4eIiEhKufuPOjm+vLtqEZE00LA5BLuXfgtlJ8P5t4epmSIxS2ah888lPo/ux7s3mTd390eAR9rt+/eExw5cE20iIiJpy8x+0NFxd//n7qpFRGJWNR/uvyo0Ujn9BjhFjVQkfSSzTEJ724FRXV2IiIhImlsSbXnAJOD1aJsA9ImxLhHpLs1N8MR/wp1nQ04OXP4YzP6iwp2klWTuwfsDoXMmhEB4AnBfKosSERFJN+5+N4CZfRqY5e5N0fOfAs/EWZuIdIPaNWH5g5qFMP5iOPsWyBsUd1Ui+0jmHrzvJDxuAta5e02K6hEREUl3RcAgoDZ6nh/tE5FMpUYq0oMkcw/eU91RiIiISA9xE7DMzJ4ADDgV+HpnLzKzXwAfAt5197HRvq8DVwEbo9O+Et2/jpl9GbiC0ITsn939sa79Y4hIp9RIRXqgZKZobqVtiuZehwh9UjQ2LSIiWcPd7zSzPwLTol1fcve3k3jpXcAP2bcL9ffcPXG2DGZ2AmF5oRMJC6r/2cyOcffmwypeRJK37oUwJVONVKSHSWaK5n8BG4D/IYS6S4ERid0wRUREsswuwrUxDzgmCl9Pd/QCd3/azCqSfP9zgXvdfRewxszeAKYCLxx6ySKSlOYmePoWePrWMFp3+WNQOqXz14mkiWQC3ofdfXzC85+Y2QpAAU9ERLKOmV0JfB4oAZYD0wnB64xDfMurzexjwGLgWnevA0YC8xPOqYn2iUgq1a6BeVdBzSI1UpEeK5llErab2aVmlmtmOWZ2KWGpBBERkWz0eWAKoenY6cBEoP4Q3+snwFGEpRY2ALcd7BuY2RwzW2xmizdu3Nj5C0RkX+6w4l746Smw8TW44Odw3k8V7qRHSibgXQJcCLwDvAt8NNonIiKSjRrcvQHAzPq6+9+AYw/ljdz9HXdvdvcW4A7CNEyA9UBpwqkl0b79vcdcd69098qhQ4ceShki2W1nPdx/JTzwSRg+Fj79LIz7SNxViRyyZLporiXcCyAiIiJQY2aFwO+Ax82sDlh3KG9kZiPcfUP09DxgZfT4QeBXZvZdQpOVMcDCwytbRPahRiqSgQ4Y8MzsKuBJd3/dzAz4OXAB4SL2CXdf2k01ioiIpA13Py96+PVoqYQC4NHOXmdmvwZOA4aYWQ3wNeA0M5tA6Fa9Fvhk9D1Wmdl9wMuENWg/qw6aIl1IjVQkg3U0gvd5QktngIuB8cBowr0G3wdOSWllIiIiacbMcoFV7n4cHNxase5+8X52/7yD878FfOugixSRjqmRimS4ju7Ba3L3xujxh4B73H2Tu/8ZGJD60kRERNJLNIr2qplppWORnmjFb9RIRTJeRyN4LWY2AqgD3sfenyL2S2lVIiIi6asIWGVmC0noKu3uH46vJBHpUMNmePhaeOm3UDYDzp8bpmaKZKCOAt6/E9bkyQUedPdVAGY2G1jdDbWJiIiko6/GXYCIHISq+XD/VVEjlX+DWddAbjJLQYv0TAf86Xb3h8ysHBgYLbraajHwDymvTEREJI2YmXlwwPvuWs/pzrpE5AASG6kUlKqRimSNDj++cPcmwhTNxH1a5FxERLLRE2Z2P/B7d69q3WlmfYBZwMeBJ2hrUCYicVEjFcliGp8WERFJzlnA5cCvzWwUUE+4Jz0H+BPwX+6+LMb6RARCI5WHrwXLCY1UtGi5ZBkFPBERkSS4ewPwY+DHZtYbGALsdPf6eCsTEUCNVEQinQa8aJHzS4HR7n5j1Bp6uLsvTHl1IiIiaShaRmhD3HWISKRqfpiSuXk9nH4DnHIN5OTGXZVILDpaB6/Vj4EZhMXOAbYCP0pZRSIiIiIiyWhugie+DXeeHaZkXv4YzP6iwp1ktWSmaE5z90lmtgzA3euiG8pFREREROJRtzYsf1CzUI1URBIkE/AazSwXcAAzGwq0pLQqERGRNBYtIzTG3f9sZv2AXu6+Ne66RLKGGqmIHFAyAe8HwAPAEWb2LeAjwA0prUpERCRNmdlVwBygGDgKKAF+CrwvzrpEsoIaqYh0qtOA5+6/NLMlhAuXAX/v7q+kvDIREZH09FlgKrAAwN1fN7Mj4i1JJAuokYpIUg4Y8MysOOHpu8CvE4+5e20qCxMREUlTu9x9d2gyDWbWi+g2BhFJgeYmePpWePqWMFp3+WNQOiXuqkTSVkcjeEsIFywDyoC66HEhUAWMSnl1IiIi6ecpM/sK0M/MzgQ+A/wh5ppEMpMaqYgctAMGPHcfBWBmdwAPuPsj0fOzgb/vnvJERETSzvXAFcBLwCeBR4CfxVqRSCZSIxWRQ5JMk5Xp7n5V6xN3/6OZ3ZLCmkRERNKWu7cAdwB3RLczlLi7pmiKdBU1UhE5LMkEvLfM7Abgf6PnlwJvpa4kERGR9GVmTwIfJlxDlwDvmtnz7v6FWAsTyQR7NVL5N5h1DeQm889VEWmVk8Q5FwNDCUslPAAcEe0TERHJRgXuvgU4H7jH3aehJRJEDk9zEzzxbbjzbMBCI5XZ/6pwJ3IIklkmoRb4fDfUIiIi0hP0MrMRwIXAv8VdjEiPp0YqIl2q04BnZk+wn/bP7n5GSioSERFJbzcCjwHPuvsiMxsNvB5zTSI9kxqpiHS5ZMa9r0t4nAdcADSlphwREZH05u6/BX6b8Hw14dooIslKbKRSOh0uuEONVES6SDJTNJe02/WcmS1MUT0iIiJpzczyCMsknEj44BMAd788tqJEepKq+WFK5hY1UhFJhU6brJhZccI2xMw+ABR0Q20iIiLp6H+A4cAHgKeAEmBrrBWJ9ATNTfDEf4ZGKmZw+aNqpCKSAsn8jVpCuAfPCFMz1xA+uRQREclGR7v7R83sXHe/28x+BTwTd1EiaS2xkcpJF8E5t6qRikiKJBPwjnf3hsQdZtY3RfWIiIiku8boa72ZjQXeJiwhJCL7s6eRiqmRikg3SCbgPQ9Marfvhf3sExERyQZzzawI+CrwIJAP/Hu8JYmkofaNVM6fC0XlcVclkvEOGPDMbDgwEuhnZhMJUzQBBgH9u6E2ERGRtOPuP4sePgWMjrMWkbRVtQDmXQmb1UhFpLt19DftA8AnCDePfzdh/1bgKymsSUREJG1FtylcAFSQcB119xvjqkkkbTQ3wdO3wtO3QEFpaKRSOjXuqkSyygEDnrvfDdxtZhe4+/3dWJOIiEg6+z2wmdCEbFfMtYikDzVSEUkLHU3R/Ed3/1+gwsyuaX/c3b+7n5eJiIhkuhJ3PyvuIkTSyov3wUPXqJGKSBroaIrmgOhrfncUIiIi0kM8b2bj3P2luAsRiZ0aqYiknY6maN4eff1G95UjIiKSnszsJcK6sL2Ay8xsNWGKpgHu7ifFWZ9It0tspHLaV+CUa9VIRSQNdPq30MyGAlex783klyfx2rOA7wO5wM/c/aYDnHcB8H/AFHdfnFTlIiIi3etDcRcgkhbUSEUkrSXzMcvvgWeAPwPNyb6xmeUCPwLOBGqARWb2oLu/3O68gcDngQXJvreIiEgM3gE+BRwNvAT83N2b4i1JpJvVrYV5c6B6gRqpiKSpZAJef3f/0iG891TgDXdfDWBm9wLnAi+3O++bwM3AFw/he4iIiHSXu4FGwoeeZwMnED6gFMkOL94X7rcDNVIRSWPJBLyHzOwcd3/kIN97JFCd8LwGmJZ4gplNAkrd/WEzU8ATEZF0doK7jwMws58DC2OuR6R7NGyGh6+Dl+6D0mlw/h1qpCKSxnKSOOfzhJC308y2mNlWM9tyuN/YzHIIC6hfm8S5c8xssZkt3rhx4+F+axERkUPR2PrgUKZmmtkvzOxdM1uZsK/YzB43s9ejr0XRfjOzH5jZG2b2YvSBqEj3q1oAP50FK++H0/8NPvGIwp1Imus04Ln7QHfPcfd+7j4oep7MZOv1QGnC85JoX6uBwFjgSTNbC0wHHjSzyv3UMNfdK929cujQoUl8axERkS43Pvqgc4uZbQVOOsgPPu8C2q+fdz3wF3cfA/wleg5hCuiYaJsD/KRL/gQiyWpugie+DXeeBVhopDL7X9UlU6QHSKaL5v4+NdwMrOvkE8xFwBgzG0UIdhcBl7QedPfNwJCE7/MkcJ26aIqISDpy99zDfP3TZlbRbve5wGnR47uBJ4EvRfvvcXcH5ptZoZmNcPcNh1ODSFLUSEWkR0vmY5gfA5MIHcMAxgErgQIz+7S7/2l/L3L3JjO7GniMsEzCL9x9lZndCCx29wcPv3wREZEebVhCaHsbGBY93t997COBfQKemc0hjPJRVlaWukolO7z4W3j4mvBYjVREeqRkAt5bwBXuvgrAzE4AbgT+FZgH7DfgAUSNWR5pt+/fD3DuacmVLCIiknnc3c3MD+F1c4G5AJWVlQf9ehGgXSOV6XD+XN1rJ9JDJRPwjmkNdwDu/rKZHefuq80shaWJiIhkvHdap16a2Qjg3Wh/Z/exi3SdqgUw70rYvD40Upl1je61E+nBkumiucrMfmJms6Ptx8DLZtaXhI5iIiIictAeBD4ePf448PuE/R+LumlOBzbr/jvpcmqkItLtGptb2LbroBsxH5Rk/gZ/AvgM8C/R8+eA6wjh7vTUlCUiIpJZzOzXhIYqQ8ysBvgacBNwn5ldAawDLoxOfwQ4B3gD2AFc1u0FS2ZTIxWRbtHY3MKLNZuZv3oT81dvYsm6OuacOpp/ef8xKfuenQY8d98J3BZt7W3r8opEREQykLtffIBD79vPuQ58NrUVSdZSIxWRlNlfoNuxuxmAY4cN5KOTS5gxenBKa0hmmYQxwLeBE4C81v3uPjqFdYmIiIhIV1IjFZEut7uphZfW1zN/dS3zV29i8do6djaGQHfc8IFcWFnKtFHFTB1VzOD8vt1SUzJTNO8kTCP5HmFK5mUkd++eiIiIiKQDNVIR6RK7m1p4saae+as3sWBN7T6B7h+mhEA3bfRgigf0iaXGZP5m93P3v5iZufs64OtmtgTY73IHIiIiIpImmpvgme/AU7dAQUlopFI6Ne6qRHqMxEA3f3Uti9fV0tDYArQFuumji5k6Kr5A114yAW+XmeUAr0cLl68H8lNbloiI9CT1O3azomYzK6rrWVFdT3XdDh77l1PRcjoiMapbB/OuUiMVkYPQWaC7aEoZ00cPZuqo4rQJdO0lE/A+D/QH/hn4JnAGbS2dRUQkyzQ0NvPKhi0sj8Lc8up61m7aAYAZHD00n/GlhTQ0ttCvT27M1YpkKTVSEUnK7qYWVtTUM//NaMrlAQLdtFHFFKVpoGsvmS6ai6KH21CbZhGRrNLS4qzZtJ3lVfWsqAlh7pUNW2hsdgCGD8pjfGkBH60sZWJpIWNLChiU1zvmqkWy2F6NVKbB+XeokYpIgl1NzaHL5ZubmL8mdLlsDXTHjxjERVPKmHHUYKZW9JxA194BA56ZPdjRC939w11fjoiIxOm9bbv2jMq1jtBtaQgLsg7ok8u4kgKumDWaCaWFTCgtZHhBXifvKCLdJrGRymlfgVOuVSMVyXqdBbqLp5YxbVTPGqHrTEd/62cA1cCvgQWAbqQQEckgDY3NrHprM8uq2gJdTd1OAHIMjh0+iA+eNCIKc0UcfUQ+uTm6FIikHTVSEdljV1MzK6o3R10u2wKdGRw/PDMDXXsdBbzhwJnAxcAlwMPAr919VXcUJiIiXcfdWfPe9j1Bbnl1PS+/tYWmljDV8siCPCaUFfKxGeVMKC1i7MhB9O+jT/5F0l7dOpg3B6rnq5GKZKVdTc0sr6pnwZraPQuL72pqC3SXTC2PulwWU9g/MwNdewe8ert7M/Ao8KiZ9SUEvSfN7Bvu/sPuKlBERA5e/Y7dLKuuZ3k0Oreipp76HY1AmGp5UkkhV53aNtVy2CBNtRTpcV76P3joC+GxGqlIlmhobGZFddvC4kur2gLdccMHcem07At07XX48WwU7D5ICHcVwA+AB1JfloiIJKuxuYW/bdjKsuo6llfVs6y6njXvbQdCV8tjhw3krBOHM7FMUy1FMkLDFnjkOnjxN2qkIhmvdYRuf4HueAW6/eqoyco9wFjgEeAb7r6y26oSEZED2rB555775pZV1fFizWZ2NYUbxocO7MuE0kI+MrmEiWWFnFRSSH5fTbUUyRjVC+H+K2FzNZz2ZTjlOjVSkYzS0QjdCSNCoGvtclnQX12b96ej3wj/CGwnrIP3zwmL1Rrg7q4J3iIiKbZzdzMr39rMsqo6llXVs6yqnre3NADQp1cOY48cxD9OL49G5woZWdhPi4uLZKK9GqmMhMsehbJpcVclctgaGptZXt26sPgmllbVszsKdCdG17gZowczRYEuaR3dg5fTnYWIiGQ7d6eqdgdLE8LcKxvaGqGUFfdn6qhiJpUVMrGsiONHDKJPL/2qFsl4ezVS+YeokUpB3FWJHJKGxmaWVbUFumXVewe6j00vZ9rowUwdVUxBPwW6Q6ExfRGRmGzb1cSKaJrlsujeudrtuwHo3yeX8SWFzDl1NJPKiphQVsiQ/L4xVywi3S6xkcr5P4OTPhpvPSIHqTXQLViziRfeVKDrDgp4IiLdoKXFWf3e9mh0LgS6V9/ZiofBOY4+Ip/3HXcEE8uKmFBayLHDB6oRikg226eRylwoqoi7KpFOHWiELsfgxCML+PiMcqaPHkxlhQJdqijgiYikwJaGxtDRsqqepVV1LK+uZ/POsEzBoLxeTCgr4qyxw/cEOl3kRGQPNVKRHqShsZmlVXV7mqIsV6CLnX5biIgcpjA6t42l60KYW1pVx+vvbsM9LFNwzBEDOXvscCaVFTGpvJDRQ/LJ0eiciLTX3ATP3AZP3axGKpK2GhqbWbqujvnRwuLLq+rZ3RwC3QlHDtoT6KaMKmZQngJdHBTwREQO0taGRpZX1+8JdMuq6tjS0ASE0bmJZUV8cNyRTCovZHxpoS5wItI5NVKRNLVnhO7NTcxfXRtG6KJAN3ZkAR8/OSxbUFmhQJcuFPBERDrg7qzdtIMl68LI3NJ1dXvunTODMUfkc864ERqdE5FD9+Jv4eFrwmM1UpGY7RmhW71voBs3soBPzKxg+uhiBbo0poAnIpJg5+5mVtTUs2RdGJlbWtXW2XJgXi8mlBbygROHM7k8dLbUxU1EDlnDZnjki2qkIrHauTuM0C04QKC7bGYF00YXM6WimIG65vUICngikrXcnfX1O8Po3LoQ5l7esIXmaN25o4YO4H3HHcGk8iImlxdx9FCNzolIF6leCPdfAZtr1EhFulVroGvtcrm8up7GZg+BrqSQy2ZVMH3UYCorihToeij9JhGRrLG7qYVVb23eM91yybo63tmyC4B+vXOZUFrIp2cfFUbnSgspGtAn5opFJOM0N8Ez34GnblEjFekWO3c3s2RdW6BbUbN3oLt85qioy6UCXaZQwBORjLVp2y6WrKtjSXTv3Is1m9nV1AJASVE/pkWfUE4qK+K44QPplZsTc8UiktESG6mMuxA++B01UpEu1xroFqzZe4QuN8cYO7KAy2dFga5cgS5TKeCJSEZoaXFef3dbCHTRCN2a97YD0Cc3h7EjB/FP08uZXF7EpPIihg3Ki7liEckqrY1U3OH8O+CkC+OuSDLEjt1NLF1Xv88IXWugu2LW6D1NUfL76p/+2UD/l0WkR9q+q4kV1fUsTgh0W6OlCgYP6MOk8iIumlLKpPIixo0sIK93bswVi0hWatgCj1wXGqmUTIUL7lAjFTksO3Y3JUy5rGVFdT1NLSHQjVOgExTwRKSHeKt+J4ujZiiL19Xyyoate5qhHDMsnw+ddCSTo2YoFYP7Y6ZmKCISs+qFcP+VsLlajVTkkHUa6E4ZxYzRgxXoZA/9FIhI2mlqbuFvb29lybq6MEK3tpa3NjcAbc1QPnNaaIYysbSIgv66h0BE0khzEzxzGzx1sxqpyEHrKNCdVFLAVaeOZtoojdDJgemnQkRit7WhkWVVrdMta1leVc/23c0ADB+Ux+SKIq4qL6KyvJjjR6gZioikMTVSkYO0fVfTXl0uX6zZTFOL06tdoJtSUcwABTpJgn5KRKTbtU63XLy2lsVr6/jb21tocTCD44YP4vxJJVRWhOmWIwv7abqliPQML/0fPPQFNVKRDm3f1cTiKNAt2E+gm3PqaKaPHszk8iIFOjkk+qkRkZRqbnFefXsrS9bVsmhtaIiyvn4nAP375DKxrJCrzxhDZXkRE8oKGaSWzSLS06iRinQgMdC1jtA1R4FunAKdpIB+ikSkS+3c3czy6vowOhc1Rdm6K3S3HDaoL5XlxVx5yiimVBRr7TkR6fkSG6nMvh5O/aIaqWS5jgLdSSUFfGp2W6Dr30c/K9L19FMlIoflvW27WLw2TLdctK6OVevDVBOAY4cN5O8mHMmUinD/XEmRpluKSIbYp5HKH6FsetxVSQy27Wpi8dpa5q+uZcGavQPd+NJCPnnqaGYcpUAn3Uc/ZSKSNHdn7aYdLFpbu+f+udWti4n3ymFCSSFzTh0d7p8rK1Z3SxHJTHs1UvkofPA2NVLJIomBbv7qTby0PgS63rnG+JJCPjV7NDNGD2FSeaECncRCP3UickBNzS28vGELi1pH6NbW8d62XQAU9u9NZXkRF04pZUpFEWNHFtC3lxYTF5EMp0YqWWdrQ2PClMtaVrYLdJ+efRTTRw9WoJO0oZ9CEdljx+4mllfVszAanVtaVceOaLmCkqJ+nDpmCJUVxUypKOKoofnk5Gi6pYhkCTVSyRrJBLppo4s15VLSln4qRbJY7fbdLFpby6I1e98/17pcwUcmlzClIqy9M7wgL+5yRTKWma0FtgLNQJO7V5pZMfAboAJYC1zo7nVx1ZjVqhfB/VeokUqG2trQyOK1dcxfs2+gm1BayGdOi0boyoro10czVST96beTSJZwd2rqdoZAt7aWhWtqeXPjvvfPTRkVPpXUcgUi3e50d38v4fn1wF/c/SYzuz56/qV4SstSiY1UBqmRSqbYE+iiLpcvrd9Mi7Mn0H02CnQTFeikh1LAE8lQLS3Oa+9uZdGaWhaurWPRmlre3tIAwMC8XlSWF3HB5BKmVhQzrkT3z4mkoXOB06LHdwNPooDXfdRIJWNsaWhs63KZEOj65OYwobSQq08/WoFOMooCnkiG2N3Uwsq3NrNwTZhyuXhdHZt3NgJh/bkpFcVMHVVMZXkxxw4fSK7unxNJJw78ycwcuN3d5wLD3H1DdPxtYFhs1WWbxEYq582F8f8Qd0VyEBID3fzVm1jZLtB99vSjmaFAJxlMAU+kh9qxu4llVfUh0K2tZWlVHQ2NLQCMHjKAs04czpRRxUytKKa0WOvPiaS5We6+3syOAB43s78lHnR3j8LfPsxsDjAHoKysLPWVZrL2jVTOnwvFo+KuSjrRYaAri0bojgr30OX1VqCTzJfSgGdmZwHf5/+3d+fRcdX33cffX0mWLVu2pBnZeJElzUiiYByvkiV5AYJJ4iYEUkIakw0KhIQ+aSBLCWnOyWnJOc3SPsnTnHKSEsJ50jYpSQO0hJiHhxR4ijd5YfGCbazFxjbGtnZhWbIl/Z4/7pU0ErLxyBrNos/rHB3d+c2dO3d+ntHPn7n3fn+QDjzinPvesPu/CtwF9ACngDucc4djuU8iyaqt8xw7DnvXzm071Mzuo4MFURbMmcH6ikJWhLyCKDOnT4737opIFJxzx/zfJ83sSWAFcMLM5jjnjpvZHODkeR77MPAwQHl5+YghUC6CCqkkjfauc2xvaB6ocrn3rWGB7royqkIBlhUp0MnEFLO/XGaWDjwEfAA4Cmw3s6ecc69HrPYKUO6c6zSze4AfADoPQgQ42dHF9oYWtjU0UdPQzIETHTh/AFtUkMPnrw6zQgVRRJKemU0D0pxzHf7yB4EHgaeA24Dv+b//M357mcL6er1CKi9+T4VUElTbXct4TwAAGX9JREFUGS/Q1TQMC3QZaSydn8tfXFdGZTigI3Qivlh+NbUCqHXO1QOY2WN4F4wPBDzn3AsR628FPhPD/RFJaEeaO72jc/4pl/WNXoXLqZnpLC/K4yPvm0NFKMCS+bkawERSy2XAk/5p1BnAr5xz/8fMtgO/MbM7gcOAZtQea61veoVU3tyiQioJpD/Qba1vYmtDE3vfave+4MxIY1lhLl9eW0ZVOKjxUOQ8Yhnw5gFHIm4fBSovsP6dwDMx3B+RhOGco77x9ECg29bQzLHWMwDkZE2iojiP9SvmU1EcYOG8HCalp8V5j0UkVvwvQheP0N4ErB3/PZogdv8Wnv4quD4VUomzts5zbDvUPDBtwevHBwPd0vm53KtAJxKVhDi53Mw+A5QD15znfl1ALkmtr89x4EQHNfVNbPPnoGt85ywA+dmTqQwFuPvqMJXhAJfPmk6aKlyKiMRGVzts+EvY9RgUVMDNP1MhlXGmQCcSW7EMeMeA+RG3C/y2IczseuBbwDXOue6RNqQLyCXZ9PT28frxdmrqm6nxT7nsn7JgXm4Wa8pmUhnypi0I5U9ThUsRkfFwZDs8cZd3auY134Cr71chlXFwoUC3vDCPe9eWUR0OsliBTmRMxPKv2nagzMxCeMFuPfCpyBXMbCnwT8A659yI1cFEksHZnj52H2ujpqGJmvpmdh5u4Z3uHgCKg1NZd9VsKsNeoCvImxrnvRURmWBUSGVctXaeZVvD4LQF+972At3kjDSWF+Vx39rLqQoHFOhEYiRmAc8512NmXwKexZsm4VHn3F4zexDY4Zx7Cvg7IBv4d/8IxpvOuRtjtU8iY6XrXC+vHWmlxq/q9fLhVs6c6wWgbFY2Ny2ZS2U4SGUowGUzpsR5b0VEJjAVUom51s6z3nh4nkD3lesvpzIUYElhLpMzFOhEYi2m5yU45zYAG4a1fTti+fpYPr/IWOk618vLh1vY2tBMTX0Trxxp5WxPH2ZwxewZfLJiPpWhABWhAPnZmoNORCQhqJBKTPQHuv556PaPEOiqwkEWz89RoBOJA514LjKCzrM97DzcMvBt5GtHWznX60gzuGpuDp+rKqIyHKSiOI/cqZnx3l0REYnU1Q7P3A+v/ZsKqYyBCwW68mIFOpFEo4AnApzu7mHH4Ra21jdRU9/ErqNt9PQ50tOMhfNyuGN1iKpQkOXFmlRcRCShqZDKJWs5fXbgEoTIQDdlUhrLCvP46vWXU1USZFGBAp1IItJfPJmQ3unuYfuhwesFdh9ro7fPkZFmLCrI4fNXh6kKB1lelEf2ZH1MREQS3vBCKrdvgKLqeO9VUugPdP1VLve/3QF4gW55UR5f+4B3hG5RQS6ZGZqXVSTR6X+uMiH0B7r+00v2+IFuUrqxuCCXL14zGOimZupjISKSVCILqSy8xSukkpUb771KWM2nz7LNPzoXGeiyJqVTXpzHDYvmKNCJJDH9T1ZS0oUC3ZL5udxzTQlV4SDLinIV6EREktmex+F3XxkspLLoT0Fziw7R9E432xqaB47SjRToqkuCvG+eAp1IKtD/bCUlvFeg+/NrS6gMeUfosjJ1vYCISNLr7oAN98Nrv1IhlWH6A13/mHjgxNBA99HFc6kMBXSETiRFKeBJUjo9EOiGXkMXGeiqwkGWFSrQiYiknKM74PG7oPWwCqngBbrIa+jeOPEOMBjoblyiQCcykUzcv4aSVM6c7WXH4Wa21HmDV3+Vy4y0wVMuq0sU6EREUlpfL2z8Ibzw3QldSCUy0NWMcITupiXz/GvocpiUrkAnMtEo4ElC6p9YfEt9E1vqBueh669y+QUVRRERmVhaj/iFVDZPuEIqjUNOuRw8Qjc1M53lRXnctHQuVeEg75unQCciCniSILp7ennlzVa21DWxpb6JV99s5Wxv38A8dHeuDlNdEqS8KI9pmrZARGRi2fME/O4+v5DKP8GiT6Z0IZXGd7oHpvHZWt/EwZODga68OMCfLC2gMhxQoBOREel/yhIX53r72HXUC3Sb65rYebiF7p4+0gyumpvD7auKqQ4HKS/OY7omFhcRmZgiC6nMK4ePP5KShVROdXT7k4p7p1z2B7pp/YFu2Tyqw0EWKtCJyEVQwJNx0dPbx9632tlS7wW6HYea6TzbC8CVc2bw6coiqkuCrAgFyMlSoBMRmfAiC6lcfT9ccz+kp8b4EBnottY3UxsR6CpCAW5eVkB1SZCFc2eQoUAnIlFSwJOY6Otz7H+7w7+GrpGa+mY6unsAKJuVzS3LC6gOB6kMBwlMy4zz3oqISMIYUkhlbkoUUjnZ0TXklMu6U6eBwUB3y/ICKkPeKZcKdCJyqRTwZEw456g7dZotdY1s9itdtnSeA6A4OJUbFs+luiRIVTjArOlT4ry3IiKSkFqPwJNfgMObYOHH4SM/TMpCKu8V6D5RPl+BTkRiRgFPRu1Icyeb/UC3ua6JUx3dAMzLzWLtlZdRHQ5SXRJkbm5WnPdUREQS3p4n4On7oC/5CqmcL9BlT86gojiPPy2fT1U4yFU65VJExoECnly0E+1dflEUL9QdbTkDQH72ZFaWBFlZ4gW6wsBULEkGZRERibPuDnjmG/DqL5OmkMrJ9i62RkxbUD8s0H2ywgt0C+Yo0InI+FPAk/Nq7Tw7UOVyc13jwDeSOVmTqAoH+PyaMCtLgpTOylagExGR6B3dCY/fmfCFVE62d7HFL4hS0zAY6KZPzqAiFGC9Ap2IJBAFPBlwuruHbYea2VLXxKbaRl4/3o5z3rw7FcUBPlkxn5Ul+Vw5ZwbpaQp0IiIySgleSOVEe9dAhcua+ibqGwcD3Qo/0FWH81kwV+OhiCQeBbwJrH9y8c11TWyubeTVI6309Dky09NYWpjLV66/nJUlQRbPz9W8OyIiMjYSsJDK221dQ6YtaOgPdFMyqAwFuHVFoXeEToFORJKAAt4E0tvneP2tdjbVNbKptpHth5rpOudNLv6+eTnctSbMqtIg5UUBsjLT4727IiKSavY+Cb+71zuC97GfwuL1cSmk8nZb18D1czUN7w50n64spDKkQCciyUkBL4U556hvPM3m2kY21Taxpb6JtjPe1AVls7JZX1HIyhJvLjpNLi4iIjHzrkIqP4NAeNye/njbGS/M+ZUuDzV1Agp0IpKaFPBSzPG2M2yq9Std1jbxdnsX4E1d8KGrLmNVaT7VJUHNRSciIuMjDoVU3mo9451yWdfM1oYmDg8JdEE+U1VEVTioa8pFJCUp4CW5ts5zbKn3iqJsqmscqOyVN3USK0vzWVWSz6pSTV0gIiLjrK8XNv4IXvwuTJ8Dt/8eilbG5Kneaj0z5JTL/kA3Y0oGK0JBPqtAJyITiAJekuk618vOwy1srG1kc20ju4+10ecga1I6K0IBbq0oZGVpkCtnzyBNg5iIiMRD21F44m6vkMpVN8MNPxrTQirHWs9QUz9YFOXNZi/Q5WRNYkUowGeriqguCXLFbAU6EZl4FPASXG+fY+9bbWys7S+M0sLZnj4y0owl83P5i+vKWFWaz5L5uWRmqNKliIjEWQwKqRxrPcPWOj/QNTRxpPkM4AW6ylCA21YWUx0OcsXs6fpyU0QmPAW8BOOc41BTpxfoDjayua6R9q4eAK6YPZ3PVhWxujSfilCA7Mn65xMRkQQxpJDKcvj4I6MupHK0pZOtfkGUmohAlzvVC3R/tjJEZTigs1VEREaghJAAGt/pZnNdE5sONrKxtpFjrd5ANi83i3ULZ7OqNJ+VJfnMnD45znsqIiIygv5CKi2HYM3X4doHoiqkEhnottY3cbRlaKC7Y1WIypCO0ImIXAwFvDg4c7aXbYea2XjwFBtrm9h3vB3wLgZfWZLPF68tYXVpPsVBFUYREZEEFllIJXu2V0ileNV7PuxIcyc1De8OdHlTJ1EZCnLX6hBVJUEun6VAJyISLQW8cdDb59h9rI1NtY28dPAULx9u5WxvH5npaSwvyuMvP/RHrC7NZ+G8HF0MLiIiyWFIIZU/8Qup5I246pHmzoGCKFvrmwbOVFGgExEZewp4MeCc47B/Hd3GYdfRLZgzg9tXFXvX0RUHyMpMj/PeioiIRGlIIZWfwOJbBwqpOOc42nKGLRETi/cHusC0TFYUB7j76jBV4SBls7IV6ERExpgC3hhpOX2WTXWN/lG6xoHTTebmTGHdwtmsLpvJypIg+dm6jk5ERJLU8EIqN/8MFwhzpHnoPHSRga4q7AW66pIgpTMV6EREYk0Bb5S6e3rZeaiFl/yjdHveasM5mD45g+qSIHdfHWZ1aT6h/Gm6jk5EREbFzNYB/wCkA484574Xt53xC6m4lkO0l9/LszNvY8sfOtha/zzH27oACE7LpCoc5AvXDB6h0xgoIjK+FPAuknOOAyc6eOmNRl6qbWRbQxNd57z56JYW5nLf2stZXZbP4oIcMtI1H52IiFwaM0sHHgI+ABwFtpvZU86518dzP1xvD63P/T05NX9HW3qAv5r0IM9sLAH2k5+dSWUoSFU4QKUCnYhIQlDAu4CT7V285E9dsLG2kVMd3QCUzJzG+opCVpfmU1US1Hx0IiISCyuAWudcPYCZPQbcBMQ04PVfR761von9B/ZxY/3fsMzt5eneKv5n2hdZEC7iO+EgVaEApQp0IiIJR8kkQv/0BS+9cYqXDjZy4EQH4F1DsKo0nzWl+awuy2dublac91RERCaAecCRiNtHgcpYPuEDj+/ixQOneLu9i3Vp2/h+5iNMsR42LfwOV6y5nednTVegExFJcBM64PX1Ofa93c5LB73pC7Y3tAxMX1ARyuNjS69gTVk+C+bM0EXhIiKSkMzsbuBugMLCwkva1jvdPawqmsI9nf9C6bEncfOWYzf/jFXBkrHYVRERGQcTLuCd6ujm/71xipcOnmLjwUaaTp8F4IrZ0/lcdRGry/KpDAU1fYGIiMTbMWB+xO0Cv20I59zDwMMA5eXl7lKe8B+vcfD4l6C5AdZ8Hbv2AUifdCmbFBGRcTbhAt4f9p3gm0/sJj87kzVl+awpm8nqsnwumzEl3rsmIiISaTtQZmYhvGC3HvhUzJ6t9xz85nZwfXD776F4VcyeSkREYmfCBbx1V81mUUEOV87WaZciIpK4nHM9ZvYl4Fm8aRIedc7tjdkTpk+C9f8KuYWQlRezpxERkdiacAEvb1omedMy470bIiIi78k5twHYMG5POGfxuD2ViIjEhiZsExERERERSREKeCIiIiIiIilCAU9ERERERCRFKOCJiIiIiIikCAU8ERERERGRFBHTgGdm68zsgJnVmtkDI9w/2cx+7d9fY2bFsdwfERERERGRVBazgGdm6cBDwB8DC4BbzWzBsNXuBFqcc6XAj4Dvx2p/REREREREUl0sj+CtAGqdc/XOubPAY8BNw9a5CfiFv/xbYK2ZafZxERERERGRUYhlwJsHHIm4fdRvG3Ed51wP0AYEh2/IzO42sx1mtuPUqVMx2l0REREREZHklhRFVpxzDzvnyp1z5TNnzoz37oiIiIiIiCSkjBhu+xgwP+J2gd820jpHzSwDyAGaLrTRnTt3NprZ4bHc0QSTDzTGeyeSjPoseuqz6Ki/ojdWfVY0BtuYMFJ8jNTnMHrqs+ipz6KnPoveWPTZecfHWAa87UCZmYXwgtx64FPD1nkKuA3YAtwCPO+ccxfaqHMupQ/hmdkO51x5vPcjmajPoqc+i476K3rqs/hI5TFS76noqc+ipz6LnvoserHus5gFPOdcj5l9CXgWSAcedc7tNbMHgR3OuaeAnwP/Yma1QDNeCBQREREREZFRiOURPJxzG4ANw9q+HbHcBXwilvsgIiIiIiIyUSRFkZUJ5uF470ASUp9FT30WHfVX9NRnMtb0noqe+ix66rPoqc+iF9M+s/e45E1ERERERESShI7giYiIiIiIpAgFvBgws0fN7KSZ7YloC5jZc2Z20P+d57ebmf3YzGrNbJeZLYt4zG3++gfN7LaI9uVmttt/zI/NzMb3FY49M5tvZi+Y2etmttfM7vXb1W/nYWZTzGybmb3m99nf+O0hM6vxX+evzSzTb5/s36717y+O2NY3/fYDZvahiPZ1flutmT0w3q8xFsws3cxeMbOn/dvqrwsws0P+5+ZVM9vht+lzKaOmMTI6Gh+jp/Fx9DRGRidhx0jnnH7G+Ae4GlgG7Ilo+wHwgL/8APB9f/nDwDOAAVVAjd8eAOr933n+cp5/3zZ/XfMf+8fxfs1j0GdzgGX+8nTgDWCB+u2CfWZAtr88CajxX99vgPV++0+Be/zlPwd+6i+vB37tLy8AXgMmAyGgDq/ybbq/HAYy/XUWxPt1j0G/fRX4FfC0f1v9deH+OgTkD2vT51I/l/Ke0hgZXX9pfIy+zzQ+jr7vNEZG11+HSMAxUkfwYsA599940z5Eugn4hb/8C+BjEe3/7DxbgVwzmwN8CHjOOdfsnGsBngPW+ffNcM5tdd6//D9HbCtpOeeOO+de9pc7gH3APNRv5+W/9nf8m5P8HwdcB/zWbx/eZ/19+Vtgrf9N0E3AY865budcA1ALrPB/ap1z9c65s8Bj/rpJy8wKgI8Aj/i3DfXXaOhzKaOmMTI6Gh+jp/FxdDRGjpm4fzYV8MbPZc654/7y28Bl/vI84EjEekf9tgu1Hx2hPWX4h/mX4n3jpn67AP9UileBk3h/EOqAVudcj79K5Osc6Bv//jYgSPR9mcz+F3A/0OffDqL+ei8O+L9mttPM7vbb9LmUsab31EXQ+HjxND6OisbI6CXkGBnTefBkZM45Z2YqXzoCM8sGHgfuc861R55qrH57N+dcL7DEzHKBJ4Er4rxLCcvMbgBOOud2mtm18d6fJLLaOXfMzGYBz5nZ/sg79bmUsab31Mg0PkZH42N0NEaOWkKOkTqCN35O+Ida8X+f9NuPAfMj1ivw2y7UXjBCe9Izs0l4g9cvnXNP+M3qt4vgnGsFXgCq8Q759395E/k6B/rGvz8HaCL6vkxWq4AbzewQ3qkh1wH/gPrrgpxzx/zfJ/H+k7QCfS5l7Ok9dQEaH0dP4+NF0xg5Cok6RirgjZ+ngP6qOLcB/xnR/jm/sk4V0OYf1n0W+KCZ5fnVdz4IPOvf125mVf65zp+L2FbS8l/Lz4F9zrkfRtylfjsPM5vpfzOJmWUBH8C7NuMF4BZ/teF91t+XtwDP++d0PwWsN68iVggow7uodztQZl4FrUy8i6ifiv0riw3n3DedcwXOuWK81/K8c+7TqL/Oy8ymmdn0/mW8z9Me9LmUsaf31HlofIyexsfoaYyMXkKPkS4BKtCk2g/wb8Bx4Bze+bJ34p2X/F/AQeAPQMBf14CH8M4N3w2UR2znDryLU2uBP4toL/ffQHXAP+JPWJ/MP8BqvPOYdwGv+j8fVr9dsM8WAa/4fbYH+LbfHsb7Y1oL/Dsw2W+f4t+u9e8PR2zrW36/HCCiQpP/b/CGf9+34v2ax7DvrmWwQpj66/z9FMardPYasLf/NelzqZ9LfF9pjIyuvzQ+Rt9nGh8vrf+uRWPkxfRTwo6R5j9YREREREREkpxO0RQREREREUkRCngiIiIiIiIpQgFPREREREQkRSjgiYiIiIiIpAgFPBERERERkRShgCcSJTPrNbNXzWyPmf2uf66dKB7/opmV+8sbon38eba51Mx+fqnb8bd1g5k9OBbbEhGRiUVjpEj8KeCJRO+Mc26Jc24h0Az8j9FuyDn3Yedc6xjs018BPx6D7QD8HviomU0do+2JiMjEoTFSJM4U8EQuzRZgHoCZrTCzLWb2ipltNrM/8tuzzOwxM9tnZk8CWf0PNrNDZpZvZsVmtiei/etm9tf+8pfN7HUz22Vmjw3fATObDixyzr3m3/5rM3vU/xa03sy+7LcXm9l+M/vfZvaGmf3SzK43s01mdtDMVgA4b3LMF4EbYtJjIiIyUWiMFImDjHjvgEiyMrN0YC3Qf9rHfmCNc67HzK4H/hb4OHAP0Omcu9LMFgEvR/lUDwAh51z3eU5VKQf2DGu7Ang/MB04YGY/8dtLgU8AdwDbgU8Bq4Eb8b7h/Ji/3g5gDfCbKPdVREREY6RIHCngiUQvy8xexftWch/wnN+eA/zCzMoAB0zy26/GPzXEObfLzHZF+Xy7gF+a2X8A/zHC/XOAU8Pafu+c6wa6zewkcJnf3uCc2w1gZnuB/3LOOTPbDRRHPP4kMDfK/RQREdEYKRJnOkVTJHpnnHNLgCLAGLy+4DvAC/51Bx8FpkSxzR6Gfh4jH/sR4CFgGbDdzIZ/MXNmhOfqjljuZfDLnMj2vojbfQz9wmeKv10REZFoaIwUiTMFPJFRcs51Al8GvuYPKDnAMf/u2yNW/W+80zwws4XAohE2dwKYZWZBM5uMf26/maUB851zLwDf8J8je9hj9+GdVjKWLufdp7SIiIhcFI2RIvGjgCdyCZxzr+CdHnIr8APgu2b2CkO/6fsJkG1m+4AHgZ0jbOecf982vNNZ9vt3pQP/6p8e8grw4+EVxZxz+4Ec/0LysfJ+vEphIiIio6IxUiQ+zCsGJCLJzMy+AnQ45x4Zg21dBvzKObf20vdMREQkvjRGykSjI3giqeEnDL124FIUAl8bo22JiIjEm8ZImVB0BE9ERERERCRF6AieiIiIiIhIilDAExERERERSREKeCIiIiIiIilCAU9ERERERCRFKOCJiIiIiIikCAU8ERERERGRFPH/AYZ6CfY0ZUvYAAAAAElFTkSuQmCC", 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" ] @@ -183,7 +183,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "All elements found in SiPANN.scee can be simulated basically identically. If you'd like this tutorial as a jupyter notebook, it can be found on github, [here](https://github.com/contagon/SiPANN/blob/master/examples/Tutorials/HalfRing.ipynb)" + "All elements found in SiPANN.scee can be simulated basically identically." ] }, { diff --git a/docs/source/tutorials/HalfRing_files/HalfRing_11_0.png b/docs/tutorials/HalfRing_files/HalfRing_11_0.png similarity index 100% rename from docs/source/tutorials/HalfRing_files/HalfRing_11_0.png rename to docs/tutorials/HalfRing_files/HalfRing_11_0.png diff --git a/docs/source/tutorials/HalfRing_files/HalfRing_13_0.png b/docs/tutorials/HalfRing_files/HalfRing_13_0.png similarity index 100% rename from docs/source/tutorials/HalfRing_files/HalfRing_13_0.png rename to docs/tutorials/HalfRing_files/HalfRing_13_0.png diff --git a/docs/source/tutorials/HalfRing_files/gdsView.png b/docs/tutorials/HalfRing_files/gdsView.png similarity index 100% rename from docs/source/tutorials/HalfRing_files/gdsView.png rename to docs/tutorials/HalfRing_files/gdsView.png diff --git a/examples/Tutorials/InverseDesign.ipynb b/docs/tutorials/InverseDesign.ipynb similarity index 99% rename from examples/Tutorials/InverseDesign.ipynb rename to docs/tutorials/InverseDesign.ipynb index 4cb246c..e8453d7 100644 --- a/examples/Tutorials/InverseDesign.ipynb +++ b/docs/tutorials/InverseDesign.ipynb @@ -75,7 +75,7 @@ }, { "data": { - "image/png": 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\n", 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D4ALgz5XZqLuvdve1Jbw1Anjc3fe4+0cEnTH6h4917r7B3b8FHgdGWDAo2RCg8K9lBsHUICKVNmfpRgZMnkfHCc8xYPI85izdWOk6H374YTIzM+nZsyeXXXYZUP6pKyZMmMCbb75Jr169+MMf/sD06dMZPnw4Q4YM4fTTT2fLli2MHDmSzMxMTj75ZJYvXx41pkmTJnHZZZfxve99j86dO/Pggw8CwTh6OTk5nHjiifTo0YNZs2YVxXviiScCQavs/PPP58wzz6Rz58784he/KIpx9+7d9OrVi9GjR/P111/zwx/+kJ49e3LiiScW1SUSTUxf1C0UdjWfY2a3ARPKWr4C2gDvRrzOD8sAPi1WfhLQHNjm7vtKWP4wZjYWGAvB8DEipZmzdCM3PbWC3Xv3A7Bx225uemoFACN7l3qKRbVq1SruuOMO3n77bVq0aMGWLVuA8k9dMXnyZO65556isfymT5/OkiVLWL58Oc2aNWP8+PH07t2bOXPmMG/ePC6//PKiqThKs3z5ct59912+/vprevfuzQ9/+EPeeecdli1bxnvvvcdXX31Fv379OO200w5bd9myZSxdupT69evTtWtXxo8fz+TJk7nvvvuKtvvkk0/SunVrnnvuOQC2b99eoWMotUssl/jOj3hcaGaTgYIY1nvFzFaW8BgRl8grwN2nunuWu2e1bNmyqsKQauDuF9cWJadCu/fu5+4XS2r4x2bevHmMGjWKFi1aANCsWTDmcjymrhg6dGhRfQsWLChqnQ0ZMoTNmzezY0f0q/IjRoygQYMGtGjRgsGDB7Nw4UIWLFjAJZdcQlpaGscccwyDBg0qGlA20umnn85RRx1Feno63bp14+OPPz5smR49evDyyy9z44038uabbxaNQSgSTSwtqHMjnu8D8gguxUXl7j+oQDwbCb5nVahtWEYp5ZuBpmZWN2xFRS4vUmGfbdtdrvJEiXXqirIGhC1Leaf0iBTLFB5dunRhyZIlPP/889xyyy2cfvrpTJyoDsISXSz3oK6IeFzl7ne6+5cJimcu8CMzq29mHYHOwEJgEdA57LF3BEFHirnhJcfXgMIuRWOApxMUm9QirZs2KFd5LIYMGcLs2bPZvHkzQNElvvJOXRFtGgyAgQMHFk3ZMX/+fFq0aEGTJk2i1vn0009TUFDA5s2bmT9/Pv369WPgwIHMmjWL/fv3s2nTJt544w369+8f8/7Wq1evaKqPzz77jIYNG3LppZeSk5PDkiVLYq5Haq9YxuJrC/wJGBAWvQn8zN3zK7pRMzsvrLMl8JyZLXP3Ye6+ysz+AbxP0Fr7qbvvD9e5FngRSAOmuXvhcEs3Ao+b2R3AUuBvFY1LpFDOsK6H3IMCaFAvjZxh0ediiqZ79+7cfPPNDBo0iLS0NHr37s306dPLPXVFZmYmaWlp9OzZk+zsbI4++uhD3p80aRJXXnklmZmZNGzYkBkzZpQZW2ZmJoMHD+arr77i1ltvpXXr1px33nm888479OzZEzPjrrvu4thjjyUvLy+m/R07diyZmZn06dOHyy+/nJycHOrUqUO9evV44IEHYqpDarcyp9sws5eBx4BHwqJLgdHuPjTBsSWUptuofco7lcOcpRu5+8W1fLZtN62bNiBnWNcKd5BIZZMmTaJRo0bccMMNVR2KptuohSo73UZLd4/8l266mV0fn9BEUtfI3m1qZEISqS5iSVCbzexSDk63cQlB5wQRqQEmTZpU1SGIlCiW0cyvBC4C/gN8TtAh4YpEBiWSKLV1BunqQL8bKa7MFpS7fwxoxHKp9tLT09m8eTPNmzcvVzdqSTx3Z/PmzaSnp1d1KJJCYunFN4Og19628PXRwO/c/cpEBycST23btiU/P59NmzZVdShSgvT0dNq2bVvVYUgKieUeVGZhcgJw961m1juBMYkkRL169ejYsWNVhyEiMYrlHlSdsNUEgJk1o5xj+ImIiJRXLInmd8A7ZjY7fD0KuDNxIYmIiMTWSeJhM8slmNYC4Hx3fz+xYYmISG1X5kgSNZWZbQIOH3Y5di2Ar+IUTiKkenyQ+jEqvspL9RhTPT5I/RgrG18Hdy9xeolam6Aqy8xySxueIxWkenyQ+jEqvspL9RhTPT5I/RgTGV8snSRERESSTglKRERSkhJUxU2t6gDKkOrxQerHqPgqL9VjTPX4IPVjTFh8ugclIiIpSS0oERFJSUpQIiKSkpSgysnMzjSztWa2zswmJHG77czsNTN738xWmdnPwvJJZrbRzJaFj7Mj1rkpjHOtmQ1Lxj6YWZ6ZrQhjyQ3LmpnZy2b2Yfjz6LDczOzeMI7lZtYnop4x4fIfmtmYOMXWNeI4LTOzHWZ2fVUfQzObZmZfmtnKiLK4HTMz6xv+TtaF65ZrKPdS4rvbzNaEMfzTzJqG5RlmtjviWE4pK47S9jUOMcbt92pmHc3s32H5LDM7Ig7xzYqILc/MllXVMbTSP1+q9jx0dz1ifABpwHqgE3AE8B7QLUnbbgX0CZ83Bj4AugGTgBtKWL5bGF99oGMYd1qi9wHIA1oUK7sLmBA+nwD8Nnx+NvAvwICTgX+H5c2ADeHPo8PnRyfgd/kfoENVH0PgNKAPsDIRxwxYGC5r4bpnxSG+M4C64fPfRsSXEblcsXpKjKO0fY1DjHH7vQL/AH4UPp8CXF3Z+Iq9/ztgYlUdQ0r/fKnS81AtqPLpD6xz9w3u/i3wODAiGRt298/dfUn4fCewGog2H/kI4HF33+PuHwHrCOKvin0YAcwIn88ARkaUP+yBd4GmZtYKGAa87O5b3H0r8DJwZpxjOh1Y78F8Z9HiTvgxdPc3gC0lbLvSxyx8r4m7v+vBp8TDEXVVOD53f8nd94Uv3wWizpNRRhyl7WulYoyiXL/X8D/9IcATFY0xWnxh/RdxcNbyEiXyGEb5fKnS81AJqnzaAJ9GvM4nepJICDPLAHoD/w6Lrg2b2dMimvalxZrofXDgJTNbbGZjw7Jj3P3z8Pl/gGOqOEaAH3HoB0IqHUOI3zFrEz5PZKxXEvxHXKijmS01s9fNbGBE3KXFUdq+xkM8fq/NgW0RCTnex3Ag8IW7fxhRVmXHsNjnS5Weh0pQ1YyZNQKeBK539x3AA8BxQC/gc4JLBVXpVHfvA5wF/NTMTot8M/zvqUq/2xDePxgOFI7Qn2rH8BCpcMxKY2Y3A/uAmWHR50B7d+8N/Bx4zMyaxFpfnPc1pX+vES7h0H+WquwYlvD5Epd6K0oJqnw2Au0iXrcNy5LCzOoRnDwz3f0pAHf/wt33u/sB4EGCyxTRYk3oPrj7xvDnl8A/w3i+CJv4hZcpvqzKGAmS5xJ3/yKMNaWOYShex2wjh15+i1usZpYNnAOMDj+8CC+bbQ6fLya4p9OljDhK29dKiePvdTPBJay6xcorLazzfGBWRNxVcgxL+nyJUm9SzkMlqPJZBHQOe/QcQXCZaG4yNhxep/4bsNrdfx9R3ipisfOAwl5Cc4EfmVl9M+sIdCa4SZmwfTCzI82sceFzghvpK8P6C3vzjAGejojx8rBH0MnA9vBywovAGWZ2dHhZ5oywLF4O+Y81lY5hhLgcs/C9HWZ2cngOXR5RV4WZ2ZnAL4Dh7v5NRHlLM0sLn3ciOGYbyoijtH2tbIxx+b2Gyfc14MJ4xwj8AFjj7kWXv6riGJb2+RKl3uSch2X1otDjsN4uZxP0cFkP3JzE7Z5K0LxeDiwLH2cDjwArwvK5QKuIdW4O41xLRI+ZRO0DQe+n98LHqsK6Ca7hvwp8CLwCNAvLDbg/jGMFkBVR15UEN6/XAVfEMcYjCf4jPiqirEqPIUGy/BzYS3Bt/ifxPGZAFsGH83rgPsIRZCoZ3zqCew2F5+KUcNkLwt/9MmAJcG5ZcZS2r3GIMW6/1/DcXhju92ygfmXjC8unA+OKLZv0Y0jpny9Veh5qqCMREUlJusQnIiIpSQlKRERSkhKUiIikJCUoERFJSUpQIiKSkpSgROLIglGpW4TP345Tnd83s2fjUVexekeaWbeI1/PNLCuG9VrFKx4z62Fm0+NRl9Q8SlAiCeLup1R1DGUYSTBidXn9nGBkhkpz9xVAWzNrH4/6pGZRgpJaxcwuDwcPfc/MHgnLMsxsXlj+auGHpZlNN7MLI9bdFf78vpm9YWbPWTB30BQzO+xvqdjy883sCQvmUJoZfpseMzs7LFtswRw5UVsm4Wgd08xsoQWDiY4Iy7PN7Ckze8GCeXjuiljnJ2b2QbjOg2Z2n5mdQjAe4d0WzDl0XLj4qHC5D+zgIKXFXQC8EMN2d1kwb9QqM3vFzPqHx2GDmQ2PqO8ZglEbRA6hBCW1hpl1B24Bhrh7T+Bn4Vt/Ama4eybBoKf3xlBdf2A8QQvkOILx1KLpDVwfLt8JGGBm6cBfCEYy6Au0jGG7NwPz3L0/MJggwRwZvtcLuBjoAVxswSR0rYFbCebhGQAcD+DubxOMrpDj7r3cfX1YR92w7uuB24pvPBwaaKu774koPmy7YfmRYazdgZ3AHcBQgmGHfhmxfi7BiN4ih1CCktpkCDDb3b8CcPfC+Xm+BzwWPn+EYNiXsiz0YN6g/QTD2JS1zkJ3z/dg4NJlBJPSHU8wxtpH4TJR5wMKnQFMsGD21flAOlB4eexVd9/u7gXA+wSTMfYHXvdgfp69HBzBvTSFg4QuDmMsrhWwqVhZSdsF+JawpUUwHM7rYQwritX9JdC6jLikFqpb9iIitdY+wn/iwkt4kdN8Fx8jrKwxwyJbHPup+N+eARe4+9pDCs1OitM2Cusobf3dBEmxpHWKr7fXD46ldqBwOXc/YAdHBiesb3cFYpUaTi0oqU3mEdxjaQ5gZs3C8rc5eA9kNPBm+DwP6Bs+Hw7Ui6irfzjqdR2Cy1sLKhDPWqCTBRPEEdZTlheB8RH3sHqXsfwiYFA4unRdgvtHhXYSTO9dHh9QcsuqMrpwcKRxkSJKUFJruPsq4E7gdTN7DyicVmA8cIWZLQcu4+C9qQcJPtzfI7gM+HVEdYsIRmReDXxEMPdVeePZDVwDvGBmiwkSxvYyVvsVQaJcbmarwtfRtrER+DXBSNxvESTdwm08DuSEnS2OK7mGw+r7GlhvZt+NZfkYDQaei2N9UkNoNHORcjKz7wM3uPs5cairkbvvCltE9wMfuvsfKltvKduoS5BIp7l7uRNqRH3nAX3d/ZY4xFYfeJ1gJuZ9ZS0vtYtaUCJV66qww8Mq4CiCXn3xNincxkqC1t6cylQWJre8OMQFQQePCUpOUhK1oEREJCWpBSUiIilJCUpERFKSEpSIiKQkJSgREUlJSlAiIpKSlKBERCQlKUGJiEhKUoISEZGUpAQlIiIpSQlKRERSUo1JUGZ2Zjj99jozm1DV8YiISOXUiLH4zCyNYJ6aoUA+wVQIl7j7+1UamIiIVFhNaUH1B9aFU3B/SzDPzYgqjklERCqhpkz53gb4NOJ1PnBS8YXMbCwwFuDII4/se/zxx5drI4sXLy71vUaNGpWrLhGR6mrXrl2lvte3b99S3yvJ4sWLv3L3liW9V1MSVEzcfSowFSArK8tzc3PLtX5GRgYff/zxYeUdOnQgLy8vHiGKiKS8aJ+F5f1cNbPDKwrVlEt8G4F2Ea/bhmVxdeedd9KwYcNDyho2bMidd94Z702JiKSsZH0W1pQEtQjobGYdzewI4EfA3HhvZPTo0UydOpUOHTpgZnTo0IGpU6cyevToeG9KRCRlJeuzsEb04gMws7OBPwJpwDR3j5rKK3KJT0RE4svMFrt7Vknv1Zh7UO7+PPB8VcchIiLxUVMu8YmISA2jBCUiIilJCUpERFKSEpSIiKQkJSgREUlJSlAiIpKSlKBERCQlKUGJiEhKUoISEZGUpAQlIiIpSQlKRERSkhKUiIikJCUoERFJSUpQIiKSkpSgREQkJSlBiYhISlKCEhGRlKQEJSIiKUkJSkREUlLdZG7MzL4DDABaA7uBlUCuux9IZhwiIpL6kpKgzGwwMAFoBiwFvgTSgZHAcWb2BPA7d9+RjHhERCT1JasFdTZwlbt/UvwNM6sLnAMMBZ5MUjwiIpLikpKg3D0nynv7gDnJiENERKqPpN2DMrNBwFZ3X25mFwGnAeuBP7v7nrNcf8wAABTLSURBVGTFISIi1UOy7kHdD2QC9c3sA6AR8AJBh4lpwOhkxCEiItVHslpQg929m5mlAxuB77j7fjP7C7A8STGIiEg1kqzvQRUAuHsB8LG77w9fO7A3STGIiEg1kqwW1HfM7OeARTwnfN0ySTGIiEg1kqwE9SDQuITnAH9NUgwiIlKNJKub+e2JqtvM7gbOBb4l6BV4hbtvS9T2REQkOZLVi+/eaO+7+3WVqP5l4CZ332dmvwVuAm6sRH0iIpICktVJYnH4SAf6AB+Gj17AEZWp2N1fCr/sC/Au0LYy9YmISGpI1iW+GQBmdjVwamFCMbMpwJtx3NSVwKzS3jSzscBYgPbt28dxsyIiEm/Jnm7jaKBJxOtGYVlUZvaKma0s4TEiYpmbgX3AzNLqcfep7p7l7lktW6rzoIhIKkvqdBvAZGCpmb1G0MX8NGBSWSu5+w+ivW9m2QQDzp4efrdKRESquaQmKHd/yMz+BZwUFt3o7v+pTJ1mdibwC2CQu39T2RhFRCQ1JKsXX4a75wGECenpYu8b0Mbd8ytQ/X1AfeDloBredfdxlYtYRESqWrJaUHebWR2CxLQY2ETQo++7wGDgdOA2oNwJyt2/G8c4RUQkRSSrF98oM+tGMGr5lUAr4BtgNfA8cGc4Tp+IiAiQxHtQ7v4+cHOyticiItVbsruZi4iIxEQJSkREUlLSEpQF2iVreyIiUr0lLUGFX6B9PlnbExGR6i3Zl/iWmFm/JG9TRESqoWQPdXQSMNrMPga+JhjuyN09M8lxiIhIikt2ghqW5O2JiEg1ldRLfO7+MdCUYAbcc4GmYZmIiMghkpqgzOxnBNNhfCd8PGpm45MZg4iIVA/JvsT3E+Akd/8aIJyi/R3gT0mOQ0REUlyye/EZsD/i9f6wTERE5BDJbkE9BPzbzP4Zvh4J/C3JMYiISDWQtAQVTrfxLjAfODUsvsLdlyYrBhERqT6SOZr5ATO73917A0uStV0REamekn0P6lUzuyCcQVdERKRUyU5Q/w3MBvaY2Q4z22lmO5Icg4iIVAPJvgd1pru/laxtiohI9ZXM0cwPAPcla3siIlK96R6UiIikpKq6B/Wt7kGJiEg0Sf2irrs3Tub2RESk+kr2YLFmZpea2a3h63Zm1j+ZMYiISPWQ7Et8fwa+B/w4fL0LuD/JMYiISDWQ9Bl13b2PmS0FcPetZnZEkmMQEZFqINktqL1mlgY4gJm1BA4kOQYREakGkp2g7gX+CXzHzO4EFgC/TnIMIiJSDSS7F99MM1sMnE4wD9RId1+dzBiketi7dy/5+fkUFBRUdShSjaWnp9O2bVvq1atX1aFIBST7HhTuvgZYE+96zex/gXuAlu7+Vbzrl+TKz8+ncePGZGRkoO91S0W4O5s3byY/P5+OHTtWdThSAcm+xJcQZtYOOAP4pKpjkfgoKCigefPmSk5SYWZG8+bN1QqvxmpEggL+APyCsPOF1AxKTlJZOoeqt2qfoMxsBLDR3d+LYdmxZpZrZrmbNm1KQnQiIlJR1SJBmdkrZrayhMcI4P8BE2Opx92nunuWu2e1bNkysUFLUs1ZupEBk+fRccJzDJg8jzlLN1Z1SFUiLy+Pxx57LOHbyc7O5oknnqh0PTNmzKBz58507tyZGTNmlLhMTk4Oxx9/PJmZmZx33nls27YNCPa1QYMG9OrVi169ejFu3LhKxyOppVokKHf/gbufWPwBbAA6Au+ZWR7QFlhiZsdWZbySXHOWbuSmp1awcdtuHNi4bTc3PbUi4Ulq3759Ca2/vPbt25e0BBUPW7Zs4fbbb+ff//43Cxcu5Pbbb2fr1q2HLTd06FBWrlzJ8uXL6dKlC7/5zW+K3jvuuONYtmwZy5YtY8qUKckMX5Ig6b344sndVwDfKXwdJqks9eKrWW5/ZhXvf1b6oPdLP9nGt/sP/b737r37+cUTy/n7wpL7zXRr3YTbzu0edbsPP/ww99xzD2ZGZmYmjzzyCNnZ2aSnp7N06VIGDBjA5Zdfzrhx4/jmm2847rjjmDZtGkcffTT33nsvU6ZMoW7dunTr1o3HH3+c119/nZ/97GdAcG/kjTfeoHHjQ8dPLqw/NzeXHTt28Pvf/55zzjmHgoICrr76anJzc6lbty6///3vGTx4MNOnT+epp55i165d7N+/nz179rB69Wp69erFmDFj+J//+Z+iug8cOMC1117LvHnzaNeuHfXq1ePKK6/kwgsv5NVXX+WGG25g37599OvXjwceeID69evzy1/+kmeeeYbdu3dzyimn8Je//CVu93VefPFFhg4dSrNmzYAgEb3wwgtccsklhyx3xhlnFD0/+eST49Jyk+qhWicoEeCw5FRWeSxWrVrFHXfcwdtvv02LFi3YsmVL0Xv5+fm8/fbbpKWlkZmZyZ/+9CcGDRrExIkTuf322/njH//I5MmT+eijj6hfv37RJal77rmH+++/nwEDBrBr1y7S09NL3HZeXh4LFy5k/fr1DB48mHXr1nH//fdjZqxYsYI1a9Zwxhln8MEHHwCwZMkSli9fTrNmzZg/fz733HMPzz777GH1PvXUU+Tl5fH+++/z5ZdfcsIJJ3DllVdSUFBAdnY2r776Kl26dOHyyy/ngQce4Prrr+faa69l4sTgCvpll13Gs88+y7nnnlvqcbv77ruZOXPmYeWnnXYa99577yFlGzdupF27dkWv27Zty8aN0Vu906ZN4+KLLy56/dFHH9G7d2+aNGnCHXfcwcCBA6OuL9VLjUpQ7p5R1TFI/JXV0hkweR4bt+0+rLxN0wbM+u/vVWib8+bNY9SoUbRo0QKg6L98gFGjRpGWlsb27dvZtm0bgwYNAmDMmDGMGjUKgMzMTEaPHs3IkSMZOXJkEOeAAfz85z9n9OjRnH/++bRt27bEbV900UXUqVOHzp0706lTJ9asWcOCBQsYP348AMcffzwdOnQoSlCRrZBoFixYwKhRo6hTpw7HHnssgwcPBmDt2rV07NiRLl26FO3H/fffz/XXX89rr73GXXfdxTfffMOWLVvo3r171ASVk5NDTk5OmbFUxJ133kndunUZPXo0AK1ateKTTz6hefPmLF68mJEjR7Jq1SqaNGmSkO1L8lWLe1Ai0eQM60qDemmHlDWol0bOsK4J2d6RRx5Z5jLPPfccP/3pT1myZAn9+vVj3759TJgwgb/+9a/s3r2bAQMGsGbNGm6++eaim/yFil9CK+uSWizxVERBQQHXXHMNTzzxBCtWrOCqq64q8ztFd999d9H+RD6uu+66w5Zt06YNn376adHr/Px82rRpU2K906dP59lnn2XmzJlFx6N+/fo0b94cgL59+3LccccVJW2pGZSgpNob2bsNvzm/B22aNsAIWk6/Ob8HI3uX/GEXiyFDhjB79mw2b94McMglvkJHHXUURx99NG+++SYAjzzyCIMGDeLAgQN8+umnDB48mN/+9rds376dXbt2sX79enr06MGNN95Iv379WLNmDXfeeWfRTf5Cs2fP5sCBA6xfv54NGzbQtWtXBg4cWHTp7IMPPuCTTz6ha9fDE3Djxo3ZuXNnifs0YMAAnnzySQ4cOMAXX3zB/PnzAejatSt5eXmsW7fukP0oTEYtWrRg165dMd37ycnJKdqfyEfxy3sAw4YN46WXXmLr1q1s3bqVl156iWHDhh223AsvvMBdd93F3LlzadiwYVH5pk2b2L9/PwAbNmzgww8/pFOnTmXGKNVHjbrEJ7XXyN5tKpWQiuvevTs333wzgwYNIi0tjd69ezN9+vTDlpsxY0ZRJ4lOnTrx0EMPsX//fi699FK2b9+Ou3PdddfRtGlTbr31Vl577TXq1KlD9+7dOeuss0rcdvv27enfvz87duxgypQppKenc80113D11VfTo0cP6taty/Tp06lfv/5h62ZmZpKWlkbPnj3Jzs4+pJPEBRdcwKuvvkq3bt1o164dffr04aijjiI9PZ2HHnqIUaNGFXWSGDduHPXr1+eqq67ixBNP5Nhjj6Vfv35xO74QXDa99dZbi+qdOHFi0aXK//qv/2LcuHFkZWVx7bXXsmfPHoYOHQoEHSWmTJnCG2+8wcSJE6lXrx516tRhypQpMV3qlOrD3Gvn4AtZWVmem5tb1WFIKVavXs0JJ5xQ1WEkXXZ2Nueccw4XXnhhQurftWsXjRo1YvPmzfTv35+33nqLY4+t2d/KqK3nUnVhZovdPauk99SCEqlFzjnnHLZt28a3337LrbfeWuOTk1RvSlAiKaSky4jxVHjfSaQ6UCcJSVm19fKzxI/OoepNCUpSUnp6Ops3b9YHjFRY4XxQpX0hWlKfLvFJSmrbti35+flo1HmpjMIZdaV6UoKSlFSvXj3NgipSy+kSn4iIpCQlKBERSUlKUCIikpJq7UgSZrYJ+LgSVbQAavO8U7V9/0HHAHQMavv+Q+WPQQd3L3GK81qboCrLzHJLG56jNqjt+w86BqBjUNv3HxJ7DHSJT0REUpISlIiIpCQlqIqbWtUBVLHavv+gYwA6BrV9/yGBx0D3oEREJCWpBSUiIilJCUpERFKSElTIzKaZ2ZdmtjKibJKZbTSzZeHj7Ij3bjKzdWa21syGRZSfGZatM7MJyd6PyijPMTCzoWa22MxWhD+HRKzTNyxfZ2b3mplVxf5URHnPg/D99ma2y8xuiCirludBBf4OMs3sHTNbFf7O08PyWnEOmFk9M5sR7utqM7spYp0acw6E5ePNbE34u74rojxxn4XurkdwH+40oA+wMqJsEnBDCct2A94D6gMdgfVAWvhYD3QCjgiX6VbV+5agY9AbaB0+PxHYGPHeQuBkwIB/AWdV9b4l4hhEvP8EMLtwmep8HpTzHKgLLAd6hq+bA2m16RwAfgw8Hj5vCOQBGTXwHBgMvALUD19/J/yZ0M9CtaBC7v4GsCXGxUcQnJR73P0jYB3QP3ysc/cN7v4t8Hi4bLVQnmPg7kvd/bPw5SqggZnVN7NWQBN3f9eDM/hhYGRiIo6/cp4HmNlI4COCY1Co2p4H5dz/M4Dl7v5euO5md99fy84BB440s7pAA+BbYAc17xy4Gpjs7nvCZb4MyxP6WagEVbZrzWx52Ow9OixrA3wasUx+WFZaeXVX0jGIdAGwJDx52xDsd6EaewzMrBFwI3B7sWVr4nlQ0jnQBXAze9HMlpjZL8LyWnMOELSevwY+Bz4B7nH3LdS8c6ALMNDM/m1mr5tZv7A8oZ+FSlDRPQAcB/QiOAF/V7XhVImox8DMugO/Bf47+aElTWnHYBLwB3ffVUVxJUtp+18XOBUYHf48z8xOr5IIE6+0Y9Af2A+0JrjE9b9m1qlKIkysukAzgsu2OcA/knFfURMWRuHuXxQ+N7MHgWfDlxuBdhGLtg3LiFJeLUU5BphZW+CfwOXuvj4s3kiw34Vq8jE4CbgwvGHcFDhgZgXAYmrQeRBl//OBN9z9q/C95wnuXTxK7TkHfgy84O57gS/N7C0gi6D1UGPOAYLf9VPhJduFZnaAYJDYhH4WqgUVRXgtvdB5QGGvlrnAj8J7Lh2BzgQ3hRcBnc2so5kdAfwoXLbaKu0YmFlT4Dlggru/VbiAu38O7DCzk8P/sC4Hnk5iyHFX2jFw94HunuHuGcAfgV+7+33UsPMgyt/Bi0APM2sY3oMZBLxfm84Bgst6Q8JljiRoYayhhp0DwByCjhKYWReCjg9fkejPwqruMZIqD+DvBE33vQT/LfwEeARYQdBTaS7QKmL5mwl6qawloocScDbwQfjezVW9X4k6BsAtBNfel0U8Cnv2ZBH8Aa8H7iMcsaQ6PMp7HkSsN4mIXl7V9TyowN/BpQQdRFYCd0WU14pzAGhE0INzFfA+kFNDz4EjCFrGK4ElwJCI5RP2WaihjkREJCXpEp+IiKQkJSgREUlJSlAiIpKSlKBERCQlKUGJiEhKUoISqUJmNt/MsuJcZ1Mzuybi9ffN7Nlo60Qs+0czOy1OcTxuZp3jUZfUTkpQIjVPU+CaMpcqxsyaAyd7MFhoPDwA/KLMpURKoQQlUoyZ5ZjZdeHzP5jZvPD5EDObGT5/wMxyw7lxbg/LzjSz2RH1FLVczOwMC+ZNWmJms8OBZotvt8RlzCzPzG4Py1eY2fFheUszezmM4a9m9rGZtQAmA8dZMG/R3WH1jczsCQvm85lZyjhqFwAvRMRT2nYnWTAH0pvhNs83s7vCZV4ws3phFW8CPwhHmRApNyUokcO9CQwMn2cRfLjXC8sKWxc3u3sWkAkMMrNMgvlyTgqHvAG4GHg8TBq3AD9w9z5ALvDzyA3GsMxXYfkDQOHEiLcB89y9O8Go2u3D8gnAenfv5e45YVlv4HqC+Xs6AQNK2O8BBOMIRippuxAMnDoEGE4wwsBr7t4D2A38EMDdDxBMv9CzhG2JlEkJSuRwi4G+ZtYE2AO8Q5CoBhIkL4CLzGwJsBToTjAZ2z6CFsi5YavhhwRj0J1MkBjeMrNlwBigQ7FtlrXMUxGxZYTPTyWYZwd3fwHYGmWfFrp7fpg0lkXUEakVsKlYWUnbBfiXBwOkriCYnK6w5bWi2HJfEoz0LVJuanqLFOPue83sIyAbeJtg/LXBwHeB1eGgmDcA/dx9q5lNB9LD1R8HriWY8C3X3XeGl9NedvdLomy2rGX2hD/3U7G/2z0Rz0urYzcH96Os7RZOXHfAzPb6wTHTDhRbLj2sV6Tc1IISKdmbBEnojfD5OGBp+EHchGCg3O1mdgxwVsR6rxNMOXEVYesGeBcYYGbfhWDU63BE6EixLFPcW8BF4fJnAIWT6O0EGpdvdwFYTZCE46kLB0f+FikXJSiRkr1JcMnrHQ/mAioIy/BgivOlBNMqPEaQKAjf208wV9BZ4U/cfRNBa+zvZrac4JLh8ZEbi2WZEtwOnGFmK4FRwH+Ane6+meBS4cqIThKxeA74fjmWjypM3rvd/T/xqlNqF41mLlJNmVl9YL+77zOz7wEPuHuvSta5ADjH3bfFIb7/AXa4+98qW5fUTroHJVJ9tSeYersO8C3BZcXK+t+w3konqLCOR+JQj9RSakGJiEhK0j0oERFJSUpQIiKSkpSgREQkJSlBiYhISlKCEhGRlPT/ATdoHhdDaj2lAAAAAElFTkSuQmCC", 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" ] @@ -156,7 +156,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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N1WI8SV9bqB3nkr+QyGIOXkRERETKne1LYdIQ2LUCWl4Jl7x82vkllm09wKPjlrN252H6ta3DsMtbEB5SsZgCPj0leFK0jIHqDVzLO6HLkd2ehG8Z7PC0NV/n7g+t7Un22ua2KnW0dIOIyJ/hg0pbaGgohw8fLvbPFRHxKiMNfh4Oc/8NwTXg2s9OXGP6FI6lZzHy+3W8PzuRyNAg3r85nota1CymgAtOCZ74RkgkNLnItRxpB12Fb8cydzdl53JYPx1sttsfHJFb5avjSf7C6inpExEpwcLDw+nWrRutWrXikksu0SQrIuJ7W+a7qt3e9RD3F+j9HFSq5vWQ+Yl7GTpuOUl7U7mhczRDL4mlSlBgMQV8ZpTgSckRFPbHNfvSj7pn+nKqfDuWwsaRYLPc/krVPcmeJ+mr005Jn4hICfP555/7OgQRETh+xM2O+et77u/Fv4yHxj29HnIoLYPh367l81+3EF29Mp/f0ZmujWoUU8BnRwmelGwVgiG6s2s5Mo7BrtWw4zfY/htsXwbz/p07g2flcE/C1y63aXiniIiISPm18Se3rt2BLdDxDrhoGFQM9XrIj2t38fj4lew+nMYd3RvwQK9mVKpQ8pcBU4InpU9gJYjq4FqOjDS3MPv2Ja7Kt30ZzMlT6QuOdIle3faepK+9FmgXERERKevSDsKMJ2DJx1C9Edz6LdTv6vWQfUfTeXbyKiYu3U7TmiG8e1M34uqVnlnfleBJ2RAYdIqk75gb3rn9N5f4bf8N1s8ArNtfJQrqtstN+Oq005INIiIiImVFwjSY8nc4shO63gcX/MMVCvJhreWbFTsYNmkVB49lcH/PJtxzQSMqBpT8ql1eSvCk7AqsBPU6upbj+BE3ecu2JblJ35rJufurN4K6HTytvVvfycsvAhGR0sBaWyLWZjoVa62vQxCRsiZ1H0wbCsv/B5Et4LpP3d92Xuw6lMaTE1cyY/Uu2kSF8dkdnYmtVaWYAi5cpS7BS0hIoEePHr4OQ8qMMEIDWtM0NJXY0FRiU/YQu2MCESu+BCAzGzYercTaQ8GsOVyZhMOV2Xw0iGxK5h9KIlJ6GWP8gUXANmttX2NMA2AMEA4sBm6y1qaf6XmDgoLYu3cv4eHhJS7Js9ayd+9egoKCfB2KiJQVqybC1Ifg2H44fyh0fxACKuTb3VrL2EXJ/POb1aRnZvPYJbHcfm4DAvz9ijHowlXqEjyRwnY4M4DF+6uweH/uXZoaFdKJreJJ+kJT6VlzP/3r7gEgNdOPhMOVWXO4MmsOBbP2cGVSjuf/i0NEpIDuB9YAOb+MXgJGWmvHGGPeBW4H3jnTk0ZFRZGcnExKSkrhRVqIgoKCiIqK8nUYIlLaHdkN3zzo1lWuHQc3TYRarbwesnVfKo9PWMHs9XvoFFOd4Ve1pmFESDEFXHRKXYLXrFkzZs6c6eswpLzJzoZ9GyF5EZW3LabdtsW027kCsne7/aG1Xek/qiNExbtfLBVL/y8IEV8raRWnomKMiQIuA54HHjDui18I3ODp8hHwNGeR4AUGBtKgQYNCilREpISxFpZ/CdMehfRU6DkMuv4N/PNPc7KzLZ/M38xL09ZigH/2b8mNnevj51c2rjmlLsET8Qk/P6jRxLW46922jDTYtRKSF8G2RZC8ENZOcfuMH0S29Ez80tG18CbuPCIif/Qa8AiQM2d3OHDAWutZ/4VkoK4vAhMRKbEObnOTqKyfDlGdoP+bENHM6yGJKUd4dNxyFibt57ymEbxwRSuiqlUupoCLhxI8kbMVGOSqdVHxuduO7oVtiz0J3yJYNQEWj3b7KoadmPDV7QCVq/skdBEpOYwxfYHd1trFxpgeZ3H8ncCdANHR0YUcnYhICWStW/ZgxhOQlQG9X4TOd4Ff/rNdZmZl8/6cTYz8bh0VA/x45eq2XNW+bpkcKaIET6QwBYdD04tdAze0c+8GSF7gEr7kRTBrBNhstz+8iUv26nV0d54im3v95SQiZVI3oJ8x5lIgCPcM3utAVWNMgKeKFwVsO9XB1tpRwCiA+Ph4TUkpImXb/s1uwfLEmVD/XOj/BlRv6PWQtTsP8chXy1mefJDeLWvyz/6tiKxSdid3UoInUpT8/CCiqWvt/uK2HT/slmdIXghbF7q1+ZZ97vZVCHXLM9TrDPU6uepgpWq+i19Eipy19jHgMQBPBe8ha+2NxpixwEDcTJq3AJN8FqSIiK9lZ8OiD+C7YWAMXPYv6HCr18df0jOzeeunDbw9cwNVggJ564b2XNq6Vpms2uWlBE+kuFUMhQbnuQZumMH+TS7ZS14AWxfA7Fdyq3wRsZ4qX2fXajRxv9hEpKx7FBhjjHkO+A34wMfxiIj4xt6N8PV9sHkuNLoQLn8dqnofkr48+QCPfLWctTsP0z+uDsMub0n14PIx67kSPBFfM8YNLajeENpe67YdP+Ke5du6wCV9aybDb5+4fZWq5Vb46p0DddpBhbL1cLBIeWWtnQnM9PycCHTyZTwiIj6VnQW/vgs//BP8K0C/N92IKC83utMyshj5/Tr+MyuRiNCKvH9zPBe1qFmMQfueEjyRkqhiCDQ83zXIfZZv66+5bd00t88vAGq3dcledGf3Glq+fpGJiIhIGZOyDibd6250N+0DfUdClTpeD1mUtI9HvlpO4p6jXBtfj8cva05YpcBiCrjkUIInUhrkfZav/U1uW+o+V+HbOh+2/OrGpc9/y+2rWh+iu0D0Oe61RlMt0SAiIiIlX1Ym/PIG/PSiG6F0xShoc43Xql1qeiYvT0vgo1+SqBNWiU9u70T3JhHFF3MJowRPpLSqXB2a9XENIDMddi6HLfNhyy+w8QdYPsbtq1Qtt8IX3cUN6wyo6LvYRURERE62azVMusdNRtf8crj01dOOSpq3YQ+Pjl/O1n3HuLlLfR7tE0twxfKd4pTvby9SlgRUyF2Xr+sQN3nLvsTchG/LfFj3revrX9Gtw1e/i0v46nWCoDDfxi8iIiLlU1YGzBkJP7/s/h4Z+F9oeYXXqt3htAxemLqWLxZsISa8Ml/e1YVODbS+MCjBEym7jIHwRq61u9FtO7onN9nb8gvMfR1mvwrGD2q2hOiuUN/TQiJ9G7+IiIiUfTtXwMS73Wurq+CSlyG4htdDfkrYzePjV7DrUBp3nteQv1/UlEoVtI5wDiV4IuVJcA035KH55e59+lG3+PqWX2DzPDdT54L33L7qjXKTvfpd3XN9Wp5BRERECkNmulsWavarUKk6XPtp7t8n+TiQms4/p6xh3JJkmkSG8PbdXWkXrfWCT6YET6Q8qxB84mydWRmwY7lbZ2bLL7B2Su7yDFXqepK9bq5pPT4RERE5G9t/g4n3wu5V0OY66POim1vAi+mrdvLExJXsO5rOkAsac1/PxlQMUNXuVJTgiUgu/0CI6uBat7+55RlS1rqEb/Nc2DQLVox1fYMjPAnfue41soVm6hQREZH8ZR6HmcPdIyIhkXD9/3Ini8vHvqPpDPt6FZOXbSe2Vij/HdSRVnU1b4A3RZrgGWP6AK8D/sD71trhJ+0fCVzgeVsZiLTWVi3KmETkDPj5Qc0WrnW6I3filqQ5bkjn5rmwepLrW6labnUv5lyo2UoJn4iIiDjJi90MmSlrIe4v0Pt5qOT9z/5vlu/gqUkrOZSWwQO9mjL4/EZUCNDfFqdTZAmeMcYfeAvoBSQDC40xX1trV+f0sdb+PU//+4B2RRWPiBSCvBO3dLjFbdu/2SV6SXNh8xw3rBMgqKqr7MWcmyfh01AKERGRciUjDWa+APPegNDacOM4aHKR10NSDh/nqUkr+XblTlrXDeOzqzsTW6tKMQVc+hVlBa8TsMFamwhgjBkD9AdW59P/emBYEcYjIkWhWn3X4m5w7w8m5yZ7SXMgYarbHhSWW92L6a4Kn4iISFm3dQFMuhf2rIP2N8PFz3ldlslay6Sl23l68ipS07N4tE8sd3RvQIC//l44E0WZ4NUFtuZ5nwx0PlVHY0x9oAHwYz777wTuBIiOji7cKEWkcIVFQdtrXQM4tN0lfEmzYNPsPAlf1dxkr0F3iGiuhE9ERKQsyDgGPz4H8992k7T9ZTw07un1kF2H0vjHhBV8v2Y37aKrMmJgWxpHhhRTwGVLSZlk5TrgK2tt1ql2WmtHAaMA4uPjbXEGJiJ/UpU60OZq1wAObnOVvZyEL2dIZ+Vwl/A1OA9iztMsnSIiIqXRlvmuard3A3S4FXo9C0H5D6+01vLV4mSenbKajKxsnrisObd2a4C/n/4GOFtFmeBtA+rleR/l2XYq1wH3FmEsIlJShNU9scJ3YItL9JJmu1k6cyZtCanlkr2cVq2+72IWERER79JTc6t2YfXg5knQsIfXQ7YfOMZj41fw87oUOsVU56WBbWhQI7hYwi3LijLBWwg0McY0wCV21wE3nNzJGBMLVAN+KcJYRKSkqhoN7W507fdZOmdD4s+Q+BOs+NL1qxbjSfbOd68hkT4NW0RERDw2z3NVu32J0PGvcNHTUDE03+7WWsYs3Mrz36whK9vy9OUtuLlLDH6q2hWKIkvwrLWZxpghwHTcMgkfWmtXGWOeBRZZa7/2dL0OGGOt1dBLkfLuhFk6B7mEL2WtS/Y2zYJVk2DJx65vRHO3QHuD8yGmm9eHtkVERKQIpB+FH56FX99zN2xvmexuwnqxdV8qj41fwZwNe+jSMJyXrmpDdHjlYgq4fDClLa+Kj4+3ixYt8nUYIuIL2VmwY2luwrdlPmQeA+MPddu7oSANzod6nSCgoq+jlUJgjFlsrY33dRylha6RIlJskua6qt3+TdDpTug5DCrmPylKdrblswVbGD51DQBDL23OjZ2iVbU7S96ujyVlkhURkdPz84e6HVzr/gBkHndTMG/62SV9s/8Fs0ZAQCW3Bl/DHq5pSQYREZHCkX4Uvn8GFrznHp8Y9I2bJM2LLXtTeXTccn5J3Ev3JjV48crWRFVT1a6oKMETkdIroKJbYqFBd7jwCUg76O4obvoZEmfCd0+6fpXDXWWv0QUu4auq5VZERETOWNIcT9UuCToPhp5PQYX8J0XJzrZ8Mn8zw79dS4CfYfiVrbm2Yz2MZskuUkrwRKTsCAqD2EtdAzi0wyV6OW3VeLe9eiNPsneBSw71/J6IiEj+0o/C90/DglGeqt1U9/y7F5v3HuXhr5azYNM+zm8awYtXtqZO1UrFEm55pwRPRMquKrUh7nrXciZs2fiTm51z6Rew8H3P83sdXMLX6EKoGw/++tUoIiICnFXVbvS8JF6evpZAfz9GDGzDwA5RqtoVI/0VIyLlgzEQ2dy1LvdAZjokL4SNP7qEb9YI+PklqFjFzQCWk/BVb+jryEVERIrfWVTtElOO8MhXy1m0eT8XxkbywhWtqRUWVCzhSi4leCJSPgVUcBeqmG7Q80lI3edm5tz4o2trp7h+1Rq4RK9xT4jpDkFVfBu3iIhIUTvDql1WtuW/czcxYnoCFQP8ePXqtlzZvq6qdj6iBE9EBKBydWg5wDVrYe/G3GRv2RhY9AH4BUBUJ2h8ITTqCbXjNDuniIiUHX+YIfP0VbuNnqrd4s376RkbyQtXtqZmFVXtfEkJnojIyYyBGo1d63ynZzjnAtjwA2z8AX58zrXK4a6616inew2t6evIRUREzk7eql2nu+CiYaet2n04ZxOvzEggKNCfkde2ZUCcqnYlgRI8EZHTCajg1viJOddd8I6kuOf2NvzgKnwrxrp+tVpD44tcq9cZ/AN9G7eIiMjpnGXV7uGxy1iy5QC9WtTk+QGtiFTVrsRQgicicqZCIqDNNa5lZ8OuFbDhe5fwzXsD5oyECqHQ8PzchK9qPV9HLSIicqKkuZ6q3aYCV+0+mJPIKzPWUbmCP69fF0e/tnVUtSthlOCJiPwZfn5Qu61r3R90i61vmuUSvvXf507WEhHrEr0mvSC6i1ukXURExBfSU+GHZ+HXd6FafRj0jRul4sWG3Ud4+Ktl/LblABe3qMlzV7QiMlRVu5JICZ6ISGEKCoPml7tmLaQkeKp737mppn95EwKDXXWvSS9o3EvVPRERKT6bf4FJ98C+ROh0J1z0tKp2ZYwSPBGRomIMRMa61nUIHD8CSbNh/Xcu4UuY6pWz9iAAACAASURBVPpFNIcmF0GTi6HeOe6ZPxERkcKUnuomCJv/truxeMsUaNDd6yGq2pVOSvBERIpLxRBodolr1sKedS7ZWz8D5r/rnt+rEAqNerhkr8nFEFrL11GLiEhpt+VXV7XbuwE6/hUuesZdk/KRlW15f3Yir36nql1ppARPRMQXjIGIZq51HQLHD7tn99bPgHUzYM1k169WG5foNe0NdTuAn79v4xYRkdIj4xj89DzMexPC6sHNk6BhD6+HqGpX+inBExEpCSqGQuxlrlkLu1a5ZG/9DJjzL5j9ilt3r3EvaHqxW3uvUlVfRy0iIiVV8iKYeLcbLdLhVrj4n+5ak4+8VbtKgaralWZK8EREShpjoFYr17o/AKn73Hp766bD+umwfAwYfzcbZ9PertVo6o4TEZHyLfM4zHwR5r4OoXXgpgnQ6EKvh+St2vVqUZPnVbUr1ZTgiYiUdJWrQ+uBrmVnubuy66a56t53T7pWLQaa9nHJXv1uWoZBRKQ82rbEVe1S1kL7m+Hi5yGoSr7ds7ItH87ZxIgZCVQK9Oe1a+PoH6eqXWmnBE9EpDTx84fozq5dNAwObPU8tzcdFo92axpVCHF3a5v2cc/vhUT4OmoRESlKmcfh55dhzkgIqQk3jnOzM3uRmHKEh79azuLN+7moeU1euKIVkVVUtSsLlOCJiJRmVetBx9tdS091E7Wsm+YSvjVfAwai4l2y1+wSiGyhoZwiImXJjmUw4W7YvQriboTeL3h9Rjsr2/LfuZsYMT2BoEB/Rl7blgFxdVW1K0OU4ImIlBUVKkOzPq5Z6y7666bDum/hx3+6VjUaml7i+tQ/V2vuiYiUVlkZMPtVmDXCTcJ1/f/c73YvNu05ysNjl7Fo8356xkby4pWtVbUrg5TgiYiURcZAnTjXejwKh3a4CVoSpsGSj2HBe1CxihvK2exSaNLLPesnIiIl386V7lm7ncuh9dVwyctef4dnZ1tGz0vi5elrqeDvx6tXt+XK9qralVVK8EREyoMqtaHDINdyhnImTHXDOVdPzJ2VM2ch9vBGvo5YREROlpUJc0fCzJcgKAyu/RSaX+71kM17j/LwV8tZsGkfFzSL4MUr21ArTFW7skwJnohIeZN3KGd2Nmz/zSV7Cd/CjH+4FhHrSfYu8yyw7ufrqEVEyreUBJgwGLYvgRYD4LJXIbhGvt2zsy2fzN/M8G/XEuBvGDGwDQM7RKlqVw4owRMRKc/8/CCqg2s9n4T9SW4YZ8I3MPffuTOyNe3jhnI27AGBuvMrIlJssrPgl7fgx+egQjAM/C+0utLrIVv3pfLwV8uYn7iP85tGMPyq1tQOq1RMAYuvKcETEZFc1WLgnMGuHdsP6793yd7K8bDkIwgMhsYXuspe0956bk9EpCjt3eietdv6K8T2hb4jISQy3+7Z2ZbPFmzhxalr8DOGl65qzTXx9VS1K2fyTfCMMSsAm99+a22bIolIRERKhkrVoM3VrmUeh6TZsHaqG865ZrJ7bq9+V/dHR+ylboZOERH587KzYcEo+P5pCKgIV/7HTabiJVFL3p/K0HErmLNhD92b1GD4VW2oW1VVu/LIWwWvr+f1Xs/rJ57XG4suHBERKZECKkLji1y79BXY8Rus/cYlfNMeda1Wa4i9HGIvg5ottd6eiMjZ2J8EE++FzXOgSW+4/HU3UVY+rLX8b+FWnvtmDdZanr+iFTd0ilbVrhwz1uZbpHMdjPnNWtvupG1LrLXtizSyfMTHx9tFixb54qNFRORU9m6EtVNcsrf1V8BC1foweA4EVflTpzbGLLbWxhdOoCWTMSYImAVUxN14/cpaO8wY0wAYA4QDi4GbrLXp3s6la6RIKWYtLPoQZjwJfv5uwfJ2f/F6s2zHwWMMHbeCn9el0KVhOC8PbEO96pWLMWjxFW/Xx4I8g2eMMd2stXM9b7oCmk5NRESc8EbQ7X7Xjux2s3HuXPGnk7ty5DhwobX2iDEmEJhjjPkWeAAYaa0dY4x5F7gdeMeXgYpIETmYDF/fBxt/hIYXQL83oGq9fLtba/lqcTLPTllNZpbl2f4t+Uvn+vj5qWonBUvwbgc+NMaEed4fAG4ryMmNMX2A1wF/4H1r7fBT9LkGeBr3vN8ya+0NBTm3iIiUQCGR0OEWX0dRqlg3lOaI522gp1ngQiDnmvgR7lqpBE+kLLEWln4G0x5zs2Ve9i+Iv81r1W7XoTQeH7+CH9buplNMdUZc3Yb64cHFGLSUdKdN8Ky1i4G2OQmetfZgQU5sjPEH3gJ6AcnAQmPM19ba1Xn6NAEeA7pZa/cbY/KfFkhERKSM8lwzFwONcdfOjcABa22mp0syUNdH4YlIUTi8EybfD+umQf1u0P8tqN4g3+7WWiYt3c6wr1eRlpHFk31bcGvXGFXt5A9Om+AZY2oCLwB1rLWXGGNaAF2stR+c5tBOwAZrbaLnPGOA/sDqPH3uAN6y1u4HsNbuPovvICIiUqpZa7OAOGNMVWACEFvQY40xdwJ3AkRHayZTkRLPWlg5Dr55EDLToPeL0HmwW5c0HymHj/PExBVMX7WL9tFVGXF1WxpFhBRj0FKaFORZutHAdKCO5/064P8KcFxdYGue96e6+9gUaGqMmWuMme8Z0ikiIlIuWWsPAD8BXYCqxpicG7FRwLZ8jhllrY231sZHREQUU6QiclaO7oGxt8C42yG8sZuMqss9XpO7b5bvoPdrs/gpIYXHLoll7OCuSu7Eq4I8g1fDWvulMeYxAGttpjEmqxA/vwnQA3fxmmWMae25wP1OdydFRKSsMsZEABnW2gPGmEq4RxtewiV6A3Ezad4CTPJdlCLyp62ZAlP+D9IOQs9h0PVv4J//n+L7jqbz1KSVTFm+gzZRYbx6dVua1AwtxoCltCpIgnfUGBOOZ9FzY8w5QEGew9sG5J3+51R3H5OBX621GcAmY8w6XMK3MG8na+0oYBS4KaAL8NkiIiKlRW3gI89zeH7Al9baKcaY1cAYY8xzwG/A6R6NEJGS6NgB+PZRWD4GarWBmye5tUK9+G71Lh4bv4KDx9J56OKmDD6/EQH+msReCqYgCd4DwNdAI2PMXCACd0fxdBYCTTzr+GwDriN3NrAcE4Hrgf8aY2rghmwmFjB2ERGRUs9auxxod4rtibjn2UWktNrwPUy6D47sgvOHwnkPgX9gvt0PHsvgmcmrGL9kG81rV+Hj2zrRoo6WnJEz4zXB89xNPN/TmgEGSPBU3LzyDOUcgnt+zx/40Fq7yhjzLLDIWvu1Z9/FnruUWcDD1tq9f+obiYiIiIj40vHDMOMJWDwaImLh+s+hzh/u45xgZsJuho5bQcqR4/ztwsYMubAJFQJUtZMz5zXBs9ZmGWOut9aOBFad6cmttVOBqSdteyrPzxZXIXzgTM8tIiIiIlLiJM2BiXfDga3uObsL/gGBQfl2P3I8k+e/Wc0XC7bSJDKEUTd3oE1U1WIMWMqaggzRnGuMeRP4H3A0Z6O1dkmRRSUiIiIiUppkHIMfnoX570C1GLhtGkSf4/WQeRv38PDY5Ww/eIy7zmvI33s1JSjQv3jilTKrIAlenOf12TzbLHBh4YcjIiIiIlLKJC+GCXfB3vXQ8a/Q61moEJxv99T0TF6elsDoeUk0qBHMV4O70KF+9WIMWMqy0yZ41toLiiMQEREREZFSJTMdfn4J5vwLQuvATROhkfc/nRdv3seDXy4jaW8qg7rG8GifWCpVUNVOCk9BKngYYy4DWgK/DyC21j6b/xEiIiIiImXYzpUwYTDsWgFxN0KfFyEoLN/uaRlZjPxuHaNmJ1K3aiW+uOMcujQKL8aApbw4bYJnjHkXqAxcALyPWyJhQRHHJSIiIiJS8mRlwrzX4acXoVI1uO4LiL3U6yErkg/ywJdLWb/7CNd3iuYflzUnpGKB6iwiZ6wg/2V1tda2McYst9Y+Y4x5Ffi2qAMTERERESlR9myAiYMheSG0GACX/QuC86/CpWdm8+ZPG3jrpw1EhFRk9K0d6dEsshgDlvKoIAneMc9rqjGmDrAXqF10IYmIiIiIlCDZ2bDwP/DdMAioCFd9AK0Hej1k7c5DPPjlMlZtP8SV7eoy7PKWhFXOf5FzkcJSkARvijGmKjACWIKbQfP9Io1KRESklDHGxAPdgTq4m6Mrge+stft9GpiI/DkHtsCke2HTLGhyMVz+b6iSf60jK9syalYiI79bR2hQAO/+pQN9WtUqxoClvCvILJr/9Pw4zhgzBQiy1h4s2rBERERKB2PMrcB9wCZgMZCAm5TsXOBRY8xK4Elr7RbfRSkiZ8xaWPoZfDsUsC6xa38zGJPvIYkpR3ho7DKWbDnAJa1q8dyAVoSHVCy+mEUo2CQrN59iG9baj4smJBERkVKlMtDNWnvsVDuNMXFAE0AJnkhpcXgXTL4f1n0L9c+FAW+5xcvzkZ1t+fiXJIZPW0vFAH9evy6Ofm3rYLwkgyJFpSBDNDvm+TkI6IkbqqkET0RKlIyMDJKTk0lLS/N1KHKGgoKCiIqKIjCw9D2fYq196zT7lxZXLCJSCFZNhCl/h/Sj0PsF6Hw3+Pnl2z15fyoPj13OL4l76dEsgpeuakPNKkH59hcpagUZonlf3vee5/HGFFlEIiJnKTk5mdDQUGJiYnTXtBSx1rJ3716Sk5Np0KCBr8M5Y8aYf3vbb639W3HFIiJ/wrH9MPVhWDEW6rSDK96DiGb5drfW8uWirfxzyhqstQy/sjXXdqyn64/43NkswHEUKH1XYBEp89LS0pTclULGGMLDw0lJSfF1KGdrsee1G9AC+J/n/dXAap9EJCJnZsP3MGkIHE2BHo9D9wfAP/8RBbsPpTF0/Ap+XLubzg2q88rVbalXvXIxBiySv4I8gzcZN3MmgB/u4vVlUQYlInK2lNyVTqX535u19iMAY8zdwLnW2kzP+3eB2b6MTURO4/gR+O5JWPQhRMTC9V+46p0Xk5dt58lJKzmWnsVTfVswqGsMfn6l93eYlD35DyjO9Qrwqqe9CJxnrR1apFGJiJRS/v7+xMXF0bJlS9q2bcurr75Kdnb2WZ3r0ksv5cCBA2cdy9NPP80rr7xyyn2jRo0iNjaW2NhYOnXqxJw5c057vpkzZzJv3ryzjgfghRde+FPHl3DVgCp53od4tolISbT5F3i3Gyz6L3QZAnf+7DW52380nXs/X8J9X/xG/fBgpt7fndvObaDkTkqcgjyD93NxBCIiUhZUqlSJpUvdnBq7d+/mhhtu4NChQzzzzDNnfK6pU6f+YZu1Fmstfl4e+D+dKVOm8N577zFnzhxq1KjBkiVLGDBgAAsWLKBWrfzXapo5cyYhISF07dr1rD/7hRde4PHHHz/r40u44cBvxpifAAOcBzzt04hE5I8yj8NPz8Pcf0PVaBj0DcR083rIj2t38ei4FRxITefh3s2467yGBPif/e9hkaJ02v8yjTGHjTGHTtEOG2MOFUeQIiKlUWRkJKNGjeLNN9/EWktWVhYPP/wwHTt2pE2bNrz33nsA7Nixg/POO4+4uDhatWrF7NluVF9MTAx79uwhKSmJZs2acfPNN9OqVSu2bt3KiBEjfj/PsGHDfv/M559/nqZNm3LuueeSkJBwyrheeuklRowYQY0aNQBo3749t9xyC2+99dYJnwuwaNEievToQVJSEu+++y4jR44kLi6O2bNnM2jQIAYPHkx8fDxNmzZlypQpAIwePZohQ4b8/nl9+/Zl5syZDB06lGPHjhEXF8eNN95YyP+0fc9a+1+gMzABGA90yRm+KSIlxM4VMOoCmPs6dLgF7p7rNbk7nJbBo18t57bRiwgPrsCke8/l3gsaK7mTEq0gk6y8BuwAPsHdkbwRqG2tfaooAxMR+TP+7//+7/dKWmGJi4vjtddeO6NjGjZsSFZWFrt372bSpEmEhYWxcOFCjh8/Trdu3bj44osZP348vXv35h//+AdZWVmkpqb+4Tzr16/no48+4pxzzmHGjBmsX7+eBQsWYK2lX79+zJo1i+DgYMaMGcPSpUvJzMykffv2dOjQ4Q/nWrVq1R+2x8fH89FH+eciMTExDB48mJCQEB566CEAPvjgA5KSkliwYAEbN27kggsuYMOGDfmeY/jw4bz55puF/u+lhDmOu2YGAU2NMU2ttbN8HJOIZGXCvNfhpxehcnW4YSw0vdjrIb9s3MtDY5ex4+Ax7u7RiP+7qAkVA/yLKWCRs1eQBK+ftbZtnvfvGGOWAUrwRETOwIwZM1i+fDlfffUVAAcPHmT9+vV07NiR2267jYyMDAYMGEBcXNwfjq1fvz7nnHPO7+eZMWMG7dq5Z0WOHDnC+vXrOXz4MFdccQWVK7uZ3Pr161fk3+maa67Bz8+PJk2a0LBhQ9auXVvkn1lSGWP+CtwPRAFLgXOAX4ALfRmXSLm3dyNMuAuSF0LLK+Cyf7kkLx9pGVm8PC2BD+duIia8MmMHd6FD/fz7i5Q0BUnwjhpjbsStfWeB63FLJYiIlFhnWmkrKomJifj7+xMZGYm1ljfeeIPevXv/od+sWbP45ptvGDRoEA888AA333zzCfuDg4N//9lay2OPPcZdd911Qp+CfucWLVqwePFiLrwwN+9YvHgxLVu2BCAgIOD3iWFOt2j8ybNfGmNOOL4g5yhD7gc6AvOttRcYY2KBMj2rjEiJZi0sfB++e8oteXDVB9B6oNdDlm49wANfLiUx5Sg3d6nP0EtiqVzhbFYVE/GdggwgvgG4BtgF7Mat63NDUQYlIlIWpKSkMHjwYIYMGYIxht69e/POO++QkZEBwLp16zh69CibN2+mZs2a3HHHHfz1r39lyZIlXs/bu3dvPvzwQ44cOQLAtm3b2L17N+eddx4TJ07k2LFjHD58mMmTJ5/y+EceeYRHH32UvXv3ArB06VJGjx7NPffcA7jhmIsXu6Xdxo0b9/txoaGhHD58+IRzjR07luzsbDZu3EhiYiLNmjUjJiaGpUuXkp2dzdatW1mwYMHv/QMDA3///mVQmrU2DcAYU9FauxbIf5VkESk6B7fBJ1fA1IcgugvcM99rcpeemc2/ZiRw1TvzSEvP4tPbO/Ns/1ZK7qRUKsgsmklA/6IPRUSk9MuZRCQjI4OAgABuuukmHnjgAQD++te/kpSURPv27bHWEhERwcSJE5k5cyYjRowgMDCQkJAQPv74Y6+fcfHFF7NmzRq6dOkCQEhICJ9++int27fn2muvpW3btkRGRtKxY8dTHt+vXz+2bdtG165dMcYQGhrKp59+Su3atQEYNmwYt99+O08++SQ9evT4/bjLL7+cgQMHMmnSJN544w0AoqOj6dSpE4cOHeLdd98lKCiIbt260aBBA1q0aEHz5s1p37797+e48847adOmDe3bt+ezzz4763/OJVSyMaYqMBH4zhizH9js45hEyhdrYcVXMPVByMpwwzHjbwMva20m7DzMA18uZdX2Q1zVPoph/VpQJSj/Rc5FSjpjrT31DmPuAGZaa9cbNwbnA+Aq3MVqkLXW+y3mIhIfH28XLVrki48WkRJuzZo1NG/e3NdhlBuDBg2ib9++DBzofchTQZ3q358xZrG1Nr5QPqAYGWPOB8KAadba9OL6XF0jpVxL3QdT/g6rJ0JUJ7jiXQhvlG/3rGzLB3MSeWX6OkKDAnjhytb0bpn/UjEiJYm366O3Ct79wGjPz9cDbYGGQDvgdaB7IcYoIiJSahlj/IFV1tpY0BqyIsVu3Qz4eohL8noOg273g1/+M15u2ZvKg2OXsjBpP71b1uT5K1pTI6RiMQYsUnS8JXiZ1tqcByX6Ah9ba/cC3xtjXi760EREpCQbPXq0r0MoMay1WcaYBGNMtLV2i6/jESk3jh+BGf+AxaMhsiX8ZRzUap1vd2stXyzYynPfrMbfGF65ui1Xta/7hwmjREozbwletjGmNrAf6Ak8n2dfpSKNSkREpPSpBqwyxiwgz2zT1tqiX69CpDzaMt8tf7B/s6vYXfAPCMi/CrfrUBpDxy3np4QUujUO5+WBbalbVX/SStnjLcF7ClgE+ANfW2tXwe/PFSQWQ2wiIiKlyZO+DkCkXMg8DjNfhLmvQ1g9uHUq1O/q9ZDJy7bzxMSVHM/M4unLW3Bzlxj8/FS1k7Ip3wTPWjvFGFMfCLXW7s+zaxFwbZFHJiIiUgoYY4x18n3uLqdPccYlUibtWgXj74RdK6HdTdDnRagYmm/3A6npPDlpFZOXbadtvar865q2NIoIKcaARYqf12USrLWZuCGaebdpkXMREZFcPxljxgGT8j5/Z4ypAJwL3AL8RO7EZSJyprKz4Jc34cfnICgMrh8DzS7xesjMhN088tVy9h1N54FeTbmnRyMC/AuyBLRI6abVG0VECklSUhJ9+/Zl5cqVvg5Filcf4DbgC2NMA+AA7ll1P2AG8Jq19jcfxidSuu1Pggl3w5Z5ENsXLn8dgmvk2/3o8UxemLqGz37dQtOaIXw4qCOt6oYVX7wiPlakCZ4xpg9uSQV/4H1r7fCT9g8CRgDbPJvetNa+X5QxiYiIFCZrbRrwNvC2MSYQqAEcs9Ye8G1kIqWctfDbJzDtMTB+MOBdaHud10XLF2/exwNfLmPLvlTuPK8hD/RqSlBg/ssliJRFp61TG+cvxpinPO+jjTGdCnCcP/AWcAnQArjeGNPiFF3/Z62N8zQldyJSJiQmJtKuXTsWLlzo61CkGFlrM6y1O5TcifxJR3bDmBvg6/ugTju4ey7EXZ9vcnc8M4uXpq3l6nd/ISvb8sUd5/D4pc2V3Em5VJAK3ttANnAh8CxwGBgHdDzNcZ2ADdbaRABjzBigP7D6rKMVESmgZyavYvX2Q4V6zhZ1qjDs8pan7ZeQkMB1113H6NGjadu2baHGICJS5q2ZApPvh+OHofcL0Plu8Mu/JrF25yH+/r9lrNlxiGvj6/FE3+aEBgUWY8AiJUtBErzO1tr2xpjfAKy1+z0Pjp9OXWBrnvfJQOdT9LvKGHMesA74u7V26yn6iIiUCikpKfTv35/x48fTosWpBi2IiMgppR2CaUNh6WdQqw1cOQoim+fbPSvb8v7sRF6dsY4qlQJ4/+Z4LmpRsxgDFimZCpLgZXiGW1oAY0wErqJXGCYDX1hrjxtj7gI+wlUKT2CMuRO4EyA6OrqQPlpEyrKCVNqKQlhYGNHR0cyZM0cJXjnkWV6oibX2e2NMJSDAWnvY13GJlHhJc2HCYDiUDN0fhPOHQkD+9YSt+1J58MtlLEjaR5+WtXj+ilaEh+S/yLlIeVKQBO/fwAQg0hjzPDAQeKIAx20D6uV5H0XuZCoAWGv35nn7PvDyqU5krR0FjAKIj4/XOkIiUmJVqFCBCRMm0Lt3b0JCQrjhhht8HZIUE2PMHbibkdWBRrjr3rtAT1/GJVKiZR53Sx/MewOqxcBt06Fe/lM9WGv5ctFWnp28Gj9jePXqtlzZvi7Gy8QrIuXNaRM8a+1nxpjFuAuUAQZYa9cU4NwLgSaeKaO3AdcBJ/ylY4ypba3d4XnbDyjIeUVESrTg4GCmTJlCr169CAkJoV+/fr4OSYrHvbjnz38FsNauN8ZE+jYkkRJs50q3aPnuVdDhVrj4OaiY/yLkuw+n8di4FfywdjddGoYz4uo2RFWrXIwBi5QO+SZ4xpjqed7uBr7Iu89au8/bia21mcaYIcB03DIJH1prVxljngUWWWu/Bv5mjOkHZAL7gEFn/U1ERHwsJibm9zXwqlatqhk0y5/j1tr0nEqCMSYAz+MNIpLHCYuWV4Xr/wfN+ng9ZNrKHTw+YSVHjmfyZN8W3No1Bj8/Ve1ETsVbBW8x7sJkgGhgv+fnqsAWoMHpTm6tnQpMPWnbU3l+fgx47IyjFhERKXl+NsY8DlQyxvQC7sE9ay4iOfZvhol3w+a5BVq0/FBaBk9/vYrxS7bRqm4VRl4TR5OaocUYsEjpk2+CZ61tAGCM+Q8wwZOsYYy5BBhQPOGJiIiUGkOB24EVwF24G5xa31UE3KLlSz+Hbx917/u/DXE3eF20/JeNe3lo7DJ2Hkrjbxc25r6eTQj0P+0SziLlXkEmWTnHWntHzhtr7bfGmFNOhiIiIlJeWWuzgf8A//E85hBlrdUQTZGje2Hy32DtFKjfDQa8A9Xq59s9LSOLV6Yn8MHcTcSEB/PV4C60i65WjAGLlG4FSfC2G2OeAD71vL8R2F50IYmIiJQ+xpiZuAnDAnCPOew2xsyz1v7dp4GJ+NK6Gfx/e/cdH1WV/3/8ddIhlYQ0CKGF0HsAARUFG+pXV7Cvrt1dXXtZe9tdv4t93dX9rlh23f2pgIILdrEgitIJnRB6CymkE9LP7487YJZkIEAyk0zez8cjj8zcOTPzyc3NnHzuPed8mP1bKC+EM/8Ao38Lfv5um6/ZXcQ9M9LZmF3K1Sd15aFz+9A+qDH/rorIQY35i7kCeAKnVALAfNc2ERER+VmktbbYGHMj8C9r7RPGmFXeDkrEKyr3w5ePwtK3IK4/XP0hJAxw27ym1vL37zbz56820qF9EG9fP5JxqbEeDFjEdzSmTEI+cKcHYhEREWnNAowxicClwCONfZIxpgvwLyAeZ3Gzqdbal13DPKcD3YBtwKXW2oKmDlqkye1a6pQ/yN8CY+6A8Y9CgPsi5Nv37eeeGStZtr2A8wYl8scLB9Ah1H2RcxE5sqMmeMaYb2lgmWdr7fhmiUhEpJUqLCzk3Xff5dZbb/V2KOIdv8cpDfSDtXaJMaYHkNmI51UD91prlxtjwoFlxpi5OKWDvrbWTjHGPIiziMsDzRS7yImrqYL5z8H85yGiE1zzEXQ/xW1zay3TluzkDx+vw9/P8PLlQ7hgcCcVLRc5QY0ZonlfndshwGSczkhEROooLCzkb3/7mxK8Nspa+z7wfp37W3D6zKM9LwvIct0uMcasBzoDFwKnuZq9DcxDCZ60VHmZzlW7LFHGXwAAIABJREFUPcth8BUw8RkIiXTbPLekggdnruLrDTmM6RnD85cMplNUOw8GLOK7GjNEc9lhmxYYYxY3UzwiIq3Wgw8+yObNmxkyZAhnnnkmzz33nLdDEg8yxoTglEnoj3NCFABr7fXH8BrdgKHAIiDelfwB7MUZwinSslgLS9+ELx6FwBC45G3of+RqWp+v2cvDH66mtKKax8/vx7UqWi7SpBozRDO6zl0/YDjg/pSMiEhL8NmDsHd1075mwkCYOMXtw1OmTGHNmjWkp6c37ftKa/FvYANwNs5wzV8C6xv7ZGNMGDATuMu1WMuhx6y11hjTYMkFY8zNwM0AycnJxx28yDEr2Quzb4NNc6HnBLjwVYhIdN+8vIrff7SO95fton+nCP58mYqWizSHxgzRXIYzB8/gDM3cinOGUkRERH6WYq29xBhzobX2bWPMu8D3jXmiMSYQJ7l7x1o7y7U52xiTaK3Nci3ektPQc621U4GpAGlpaaq7J56xbg58dCdUlcG5z8OIG49YtHzx1nzumZHOnsID/Pb0ntw5IZWgABUtF2kOjUnw+lpry+tuMMa4XwpJRKQlOMKVNpFmUuX6XmiMGYAzrDLuaE8yzqW6N4H11toX6zw0B7gGmOL6PrtpwxU5DuXF8PmDkP4OJA6BSa9DbKrb5hXVNbw0N5PX5m8mObo97/9mNMO7RrttLyInrjEJ3o/AsMO2/dTANhGRNi08PJySkhJvhyHeM9UY0wF4DCc5CwMeb8TzxgJXA6uNMQfH9z6Mk9jNMMbcAGzHKb8g4j3bf4IPb4aiXXDq/TDuAfAPdNs8Y28Jd01PZ31WMVeM7MKj5/UjNFhFy0Wam9u/MmNMAs4qXu2MMUNxhmgCRADtPRCbiEirEhMTw9ixYxkwYAATJ07UIittjLX2DdfN74Aex/C8H/i5jz3chBONS+SEVVfCvD/Bgj9DZBe47nNIHuW2eW2t5a0FW3n28wwi2gXw5jVpTOirNYJEPOVIp1HOxqnBkwTUHTJSgnNmUUREDvPuu+96OwTxEtf0hck4hckP9a/W2t97KyaRE5abAbNugqyVMPQqOGcKBLtfGGV34QHum7GSn7bs48x+8fxp0kA6hmlmj4gnuU3wrLVvA28bYyZba2d6MCYREZHWaDZQhLM4WYWXYxE5MdbC4tdh7mMQFAqXvQN9zz9Cc8vs9D08NnsNtbWWZycP4pK0JBUtF/GCIw3RvMpa+/+AbsaYew5//LCJ4CIiIm1dkrX2HG8HIXLCirNg9q2w+RtIOdMpfxDufohlYVklj/5nDR+vymJ41w68dOkQkmM0m0fEW440RDPU9T3ME4GIiIi0cj8aYwZaa5u4AKOIB62b7Sp/UA7nvQBpNxyx/MEPmXnc9/5K8koruO+sVG45LQV/FS0X8aojDdF8zfX9Kc+FIyJyYqy1GhLUClnbesu3GWNW49SLDQCuM8ZswRmiaXBqlA/yZnwijXJ4+YPJb0DHXu6bV9XwzOcb+MeCbaTEhfHGNWkM6BzpwYBFxJ2jrlVrjIkFbqL+pPHrmy8sEZFjFxISwr59+4iJiVGS14pYa9m3bx8hISHeDuV4uZ+YJNIa7FgIs26Gop2NKn+wZncRd09PJzOnlGvHdOPBiX0ICfT3YMAiciSNKUYyG/ge+Aqoad5wRESOX1JSErt27SI3N9fbocgxCgkJISkpydthHK9s4DdACrAaeNNaW+3dkEQaoaYK5k2BH15sVPmDmlrLa/M389LcjUSHBvHvG0ZySq9YDwYsIo3RmASvvbX2gWaPRETkBAUGBtK9e3dvhyFtz9tAFc7J0IlAP+BOr0YkcjR5mU75gz0rYMhVMPHI5Q925pdx74yVLN6Wz3mDEnn6FwOIah/kwYBFpLEak+B9bIw511r7abNHIyIi0vr0s9YOBDDGvAks9nI8Iu5ZC0vfhC8ehcAQuPTf0O+CIzS3zFy+myfnrMUAL146mIuGdtYweJEWrDEJ3p3Aw8aYCpwzlAcnjUc0a2QiIiKtQ9XBG9baav3jKy1WaQ7Mvg0yv4Ce4+HCv0FEotvmBfsrefjD1Xy2Zi8ju0fz4qWDSeqg8gciLd1REzxrrfvr9SIiIjLYGFPsum2Adq77OiEqLUfGZ05yV1ECE5+FETeBn5/b5t9tzOX+91dSUFbJA+f04eZTe6j8gUgr0ZhVNIc1sLkI2K5J5CIi0tZZa7V8oLRclfvhi0dg2T8gfiBc+zHE9XXbvLyqhimfbeCfP26jV1wY/7huBP07qfyBSGvSmCGafwOG4awMBjAQWANEGmNusdZ+2VzBiYiIiMhx2r0MZt4E+VtgzB0w/lEICHbbfM3uIu6ans6mnFKuG9uNB85R+QOR1qgxCd4e4AZr7VoAY0w/4PfA74BZgBI8ERERkZaitsYpfTBvCoTFwzVzoPupbpur/IGIb2lMgpd6MLkDsNauM8b0sdZu0URyERERkRakYBvM+jXsXAj9J8H5L0K7Dm6b/1f5g4GJPH2Ryh+ItHaNSfDWGmP+D5jmun8ZsM4YE0ydlcNERERExEushVXT4ZP7wBiY9DoMvMS53WBzy4crdvP4bOcc/guXDGbSMJU/EPEFjUnwrgVuBe5y3V8A3IeT3J3ePGGJiIiISKMcKICP74a1H0LyGJj0GkQlu21eWFbJI/9ZwyershjZLZoXLh1Ml2iVPxDxFY0pk3AAeMH1dbjSIz3XGHMO8DLgD7xhrZ3ipt1k4ANghLV26dFiEhERERFgy3fwn1ugNBsmPAFj7wQ/9wujLNiUx70zVpJXWsH9Z/fmN+N6qvyBiI9pTJmEXsCfgH5AyMHt1toeR3meP/AqcCawC1hijJljrV13WLtwnGLqi445ehEREZG2qLoCvvkD/PgKxKTAjV9Bp6Fum5dX1fD8Fxm88cNWesSG8uGvxjIwSeUPRHxRY4Zo/gN4AngJZ0jmdYD7ypg/GwlsstZuATDGTAMuBNYd1u4PwDPA/Y2MWURERKTtytkAs26Evath+HVw9tMQFOq2+Ya9xdw1LZ0Ne0u4+qSuPHxuX9oFqfyBiK9qTILXzlr7tTHGWGu3A08aY5YBjx/leZ2BnXXu7wJG1W3gKqLexVr7iTFGCZ6IiIiIO9bCkjfgy0chKAyumAa9J7ptXltreWvBVp79PIOIdgH849oRnN4nzoMBi4g3NCbBqzDG+AGZxpjbgN1A2Im+ses1X8RZxOVobW8GbgZITnY/aVhERETEJ5XmwOzfQuaXkHImXPgqhMe7bb63qJz73l/JD5vyOKNvHFMmD6JjmPsi5yLiOxqT4N0JtAfuwBlOOR64phHP2w10qXM/ybXtoHBgADDPtSRvAjDHGHPB4QutWGunAlMB0tLSbCPeW0RERMQ3ZHzuJHeVpXDu8zDiRrflDwA+XZ3FQ7NWU1ldy/9eNJArRnZR+QORNqQxq2gucd0sxZl/11hLgF7GmO44id3lwJV1XrcI6HjwvjFmHnCfVtEUERERASrLnOGYS9+E+IEw+Q2I6+O2eWlFNU/OWcsHy3YxOCmSly4bQo/YEx50JSKtjNsEzxgz50hPtNZecJTHq11DOr/AKZPwlrV2rTHm98BSa+0RX19ERESkzdqTDrNugryNMPo2mPA4BLgfYrlsewF3T09nV0EZt49P4Y4JvQj0b8yaeCLia450BW80ziIp7+GUMDjma/vW2k+BTw/b1uDiLNba04719UVEpOWoqK7hp837+HJdNuuzipl1yxgNCxM5VrU18ONf4Zs/Qmgs/Go29DjNbfPqmlr+8s0mXvkmk05R7Zj+69GM6BbtsXBFpOU5UoKXgFPD7gqcoZWfAO9Za9d6IjAREWn5isurmJeRy5dr9zIvI5fSimpCg/w5rXccpRXVhIcEejtEkdajaBd8+BvY9j30vQD+52Vo7z5Z25a3n7ump5O+s5BJwzrz1AX99TcnIu4TPGttDfA58LkxJhgn0ZtnjHnKWvuKpwIUEZGWZW9ROXPXZzN3XTY/bc6jqsbSMSyI8wclcnb/BEb3jCEkUDW2RI7J2g/ho7ugpspZIXPIL90upGKtZcbSnTz10ToC/AyvXDmU8wd18nDAItJSHXGRFVdidx5OctcN+AvwYfOHJSIiLYW1lo3Zpcxdt5e567JZuasIgG4x7bl+bHfO7BfP0OQO+PtpOKbIMasogc8egPR3oPNwmPQ6xPR027xgfyUPzVrN52v3MrpHDC9cOphOUe08GLCItHRHWmTlXzhlDD4FnrLWrvFYVCIi4lXVNbUs3V7A3HXOlbod+WUADOkSxf1n9+asfvGkxIVpjp3Iidi5BGbdCIU74NT7YdwD4O9+iOX3mbnc9/5K8vdX8tDEPtx0Sg/8dGJFRA5zpCt4VwH7cerg3VGnEzeAtdZGNHNsIiLiQaUV1czfmMtX67L5JiOHwrIqggL8GNszht+M68kZfeOIiwjxdpgirV9NNfzwIsybAhGd4dpPoetot83Lq2p47osM3vxhKz1jQ3nzmhEM6BzpwYBFpDU50hw8ra0rIuLj9hQe4Ov12cxdn8PCzfuorKklqn0g4/vEcWbfeE5NjSU0+KglU0WksQq2w6ybYedCGHAxnPcCtIty2zxjbwl3TlvBhr0lXH1SVx4+ty/tgjTHVUTcU68tItKGWGtZs7uYueuz+WpdNuuyigFnPt01Y7oyoW88aV07EKD6WSJNb9UM+ORe5/ak12HQpW6bWmv554/b+NNnGwgPDuDNa9KY0DfeQ4GKSGumBE9ExMeVV9WwYFMeX63P4ZsN2WQXV+BnYHjXDjw4sQ9n9I2jZ6zm04k0m/Ii+OQ+WD0DupwEk16DDt3cNs8pLue+D1Yxf2Mup/eO5dmLBxMb7r7IuYhIXUrwRER8UHZxOV+vz+Hr9dks2JxHeVUtoUH+jOsdy4Q+8ZzeJ47o0CBvhyni+3YshJk3QfFuOO1hOOVe8Hf/79fcddk8MHMV+yuq+cOF/bnqpK46+SIix0QJnoiID6ittazZU+QkdRuyWbPbGXrZOaodl6V1YULfeEb1iCY4QHN3RDyiphrmPwvzn4OoZLj+C+gywm3zA5U1/PGTdbyzaAf9EiN4+fIh9IoP92DAIuIrlOCJiLRS+yuq+WFTHt+sz+GbjBxyS5yhl8OSO/C7c3ozoU88qfEaeinicflbYdZNsGsJDL4CJj4LIe4XH1+zu4g7pq1ga95+fn1qD+45K1UnY0TkuCnBExFpRbbv2883G3L4ZkMOi7bkU1lTS3hIAONSYxnfJ47TemvopYjXWAurpjvz7YwfXPwWDJjstnltrWXq91t44csMYkKDeeeGUYxJ6ejBgEXEFynBExFpwSqra1m6Ld9J6jJy2JK7H4CesaFcM6Yrp/eJY0S3aAK16qWIdx0odFbIXPMBJI9xFlKJSnbbPKvoAPdMX8lPW/YxcUACf5o0kKj2OjkjIidOCZ6ISAuTU1zOvIxcvs3I4fvMPEorqgny92NUj2iuGtWVCX3j6BoT6u0wReSg7T85te2Kd8Ppj8Ip94Cf+yGWn67O4qFZq6mqqeXZyYO4JC1JQ6lFpMkowRMR8bKaWkv6zkLmZeTwbUbOoQVSEiND+J/BnTi9dyxjUzqq4LhIS1NTDd89A98/36iFVPZXVPPknLW8v2wXg5Mi+fPlQ+neUSdrRKRp6b8FEREv2FdawfzMXL7dkMv8zFwKy6rw9zMMT+7A/Wf3ZnyfOPokhOusvkhLdYwLqazcWcid01awPb+M205P4c4zemlotYg0CyV4IiIeUFNrWbmrkHkZuXyXkcOq3UVYCx3DgpjQJ57Tesdyaq9YItsHejtUETmaldOd+XbGDya/CQMvdtu0ptby9+8289LcjcSFBzPtppMY1SPGg8GKSFujBE9EpJnkllQwf2Mu323M5fvMXArKqvAzMKRLFHefkcrpvePo3ykCPz9dpRNpFcqLnMRu9fuQPBomTT3iQiq7Csq4Z/pKFm/L5/xBiTx90UAi2+kkjog0LyV4IiJNpLqmluU7CvluYw7fbcw9NJeuY1gQp7tKGJyS0pEOKmMg0vrsWASzboSi3XD6I3DyPeDv/t+oj1bu4eEPV2MtvHjpYC4a2llDrkXEI5TgiYicgN2FB5yrdBm5LNiUR0lF9aG5dPedlcppvePol6irdOKeMeYt4Hwgx1o7wLUtGpgOdAO2AZdaawu8FWObVlPtLKLy3TMQ2QWu/xy6jHTbvLSimidmr2Xm8l0MTY7i5cuGkhzT3oMBi0hbpwRPROQYlFfVsHDLPuZvzOO7jTlsdtWl6xQZwnmDEjk11VnxUsOw5Bj8E3gF+FedbQ8CX1trpxhjHnTdf8ALsbVthTtg5k2wcyEMugzOff6IC6ms2FHAXdPT2Zlfxh0TenHH+BQCtJCKiHiYEjwRkSOw1pKRXcL3G/OYn5nLoq35VFbXEhzgx8ju0VwxMplxqbGkxIVp+JUcF2vtfGNMt8M2Xwic5rr9NjAPJXietfoD+PgesLUw6XUYdKnbpjW1lr99u4k/f51JQkQI0389mhHdoj0YrIjIz5TgiYgcJq+0ggWb8pi/MY/vM3PJKakAoFdcGFef1JVTU2MZ1T2akED3hYxFTlC8tTbLdXsvEO/NYNqUihL47AFIfweSRjjJXXR3t83rLqRyweBO/OEXA3QFX0S8SgmeiLR5FdU1LNtWwPxMJ6Fbu8dZHCWqfSAnp3Tk1F6xnJLakcTIdl6OVNoia601xlh3jxtjbgZuBkhOdr+iozTCrmUw8wYo3A6n3g/jHtRCKiLS6ijBE5E25+Cwyx8y85ifmcfirfsor6olwM8wrKuzOMrJvWIZ2DkSfy2OIt6RbYxJtNZmGWMSgRx3Da21U4GpAGlpaW4TQTmC2hpY8DJ8+zSEJcC1n0DXMW6bayEVEWnJlOCJSJuwt6icHzbl8UNmLj9s2kdeqTPssmdsKJePSOaUXh0Z1SOGsGB9LEqLMAe4Bpji+j7bu+H4sOI9MOtm2PY99PsF/M+foV0Ht83TdxZy57QVzkIq41O4fUIvArWQioi0IPpPRkR8Ukl5FYu25DtJ3aY8NuWUAhATGsTYlI6c3KsjJ6d0pFOUhl2Kdxlj3sNZUKWjMWYX8AROYjfDGHMDsB1wv8KHHL/1H8Oc26C6Ei58FYb8EtwMsayptfz9u828NHcj8REhTLt5NCO7ayEVEWl5lOCJiE+orK5lxY4CFmzKY8HmfaTvLKSm1hIS6MfI7jFcmpbE2JSO9E1QTTppWay1V7h5aIJHA2lLKsvgy0dg6VuQOAQmvwkdU9w231N4gLunp7Noaz7nD0rk6YsGaiEVEWmxlOCJSKtUW2tZl1V8KKFbsjWfA1U1+BkYlBTFLeN6MjalI8O6RhEcoNUuRcRl72r44AbIy4Axt8P4xyEgyG3zT1dn8dCs1VTV1PL8JYOZPEwLqYhIy6YET0RaBWstW/P2s2DzPn7clMdPW/ZRWFYFOPPoDl6hG9UjRmfWRaQ+a2HRazD3MWeO3dUfQs/xbpuXVVbz1Jx1TF+6k8FJkbx8+VC6dQz1YMAiIsdHCZ6ItFh7Cg/w4+Z9/Lg5jx837WNvcTkAiZEhTOgTz9iUGMb07EhCZIiXIxWRFq00F2bfCplfQuo5zny70I5um6/eVcSd01awdd9+bj2tJ3efmaqFVESk1WjWBM8Ycw7wMuAPvGGtnXLY478BfgvUAKXAzdbadc0Zk4i0XLklFfy0ZR8/bd7HT5vz2LavDIDo0CBG94hhjCuh6xbTXkOkRKRxNn0NH/4Gyotg4nMw8ia3C6nU1lpe/34Lz3+ZQUxoMO/eeBKje8Z4OGARkRPTbAmeMcYfeBU4E9gFLDHGzDksgXvXWvt3V/sLgBeBc5orJhFpWfL3V7Joy75DSV2ma6XL8OAARnaP5urR3RjTM4be8eFaGEVEjk11JXz9FPz0CsT2cYZkJgxw2zy7uJx7ZqSzYNM+zumfwJTJA4lq735unohIS9WcV/BGApustVsAjDHTgAuBQwmetba4TvtQQAVaRXxYUVkVC7fuY6EroduwtwSA9kH+pHWLZtKwJMb0jKF/pwgCNBxKRI5X3iaYeT1krYS06+GspyHIfSHyr9Zl87uZqyirrOZPkwZy+YguGiUgIq1WcyZ4nYGdde7vAkYd3sgY81vgHiAIaHC2szHmZuBmgOTk5CYPVESaR1FZFYu35fPTZiepW7+3GGshJNCPtK7R3HdWIqN7xjAoKUrzW0TkxFkL6e/Ap79zVsa87B3oe77b5uVVNTz9yXr+vXA7/RIj+MsVQ0iJC/dgwCIiTc/ri6xYa18FXjXGXAk8ClzTQJupwFSAtLQ0XeUTaaEK9leyeFs+C7fsY9GW/EMJXXCAH8O7duDuM1I5qUcMg7tEqnSBiDStA4Xw8d2wdhZ0OwUueg0iO7ttvmFvMXe8t4KN2aXceHJ37j+ntz6XRMQnNGeCtxvoUud+kmubO9OA/2vGeESkieWVVrB4az6Ltuxj0db8Q0Mu6yZ0o7pHMyRZtehEpBntWAQzb4Ti3TD+MTj5bvBr+DPHWsu/ftrO05+uJyIkkLevH8m41FgPBywi0nyaM8FbAvQyxnTHSewuB66s28AY08tam+m6ex6QiYi0WHuLylm01UnmFm/NZ5NrUZR2gf4M79qB+85KZFSPGAYl6QqdiHhAbQ18/wLMmwKRSXD9F9BlhNvm+fsr+d0HK/lqfQ6n947luUsG0zEs2IMBi4g0v2ZL8Ky11caY24AvcMokvGWtXWuM+T2w1Fo7B7jNGHMGUAUU0MDwTBHxDmst2/eVsXibk8wt3prPjnynbEFYcABp3ToweVgSo3pEM7BzpObQiYhnFe2GWTfD9h9g4CVw3gsQEum2+YJNedw9PZ3Csiqe+J9+XDummxZSERGf1Kxz8Ky1nwKfHrbt8Tq372zO9xeRxquttWzMKTmUzC3emk9OSQUAHdoHktYtml+N7spJPWLomxiBv8oWiIi3rP8Y5tzmlEL4xd9h8OVua9tVVtfywtwMps7fQs/YMP553Uj6dYrwcMAiIp7j9UVWRMQ7KqtrWb27iCXb8lmyNZ+l2wsoOlAFQGJkCCf1iGFE92hO6h5Nz9gw1aETEe+rOgBfPAJL34TEIXDxWxDT023zrXn7uXPaClbtKuLKUck8dl4/2gVp+LiI+DYleCJtRHF5Fcu3F7B0WwGLt+WzcmchFdW1APSIDWXigARGdItmZPdokjq009AlEWlZstfBB9dD7noYczuMf9wphdAAay0zl+/m8dlrCPT34+9XDeOcAYkeDlhExDuU4In4qN2FB1i6LZ+l2wpYur2ADa6SBf5+hv6dIrjqpK6M6BZNWrcOWmRARFoua50rdl88AsERcNUsSJngtnlxeRWPfriGOSv3MKp7NH++fAiJke08GLCIiHcpwRPxATW1lg17iw8lc8u25bOnqByA0CB/hiZ34K4JqYzo1oHBXaIIDdafvoi0AmX5MOd22PAxpJzhzLcLc1/SYPmOAu6ctoI9heXcd1Yqt5yWovnCItLm6L88kVaopLyK9J2FLN1WwLLtBazYUcD+yhoA4iOCSesazU3dOjCiWzR9EsIJ0AqXItLabFsAs26C0hw4+39h1C3g1/BnWU2t5f/mbeKlrzJJjAxhxq9HM7xrBw8HLCLSMijBE2nhrLXsyC9j+Q4nmVu6rYCM7BKsBT8DvRMimDQsieFdOzC8awfNnxOR1q2mGr57Br5/Hjp0hxu/gk5D3DbPKjrA3dPTWbglnwsGd+KPFw0gIiTQgwGLiLQsSvBEWpjyqhpW7y5i2fYClm8vYPmOAvJKKwGn/tzQ5CjOGZDA8K4dGNIlinD9IyMivqJwB8y8EXYugiG/hInPQnCY2+ZfrN3LAzNXUVldy/OXDGbysM46wSUibZ4SPBEvstayp6j8UCK3fEch6/YUUVVjAegW055TU2MZluxcnUuND9d8EhHxTWv/Ax/dAbW1MOkNGHSJ26blVTX84eN1vLNoBwM7R/Ly5UPoEes+ERQRaUuU4Il40IHKGtbsKWL59gJW7Chk+Y6CQ8XE2wX6MygpkhtP6cGw5A4MTY7S6pYi4vsqy+CLh2DZP6HTMLj4TYju4bZ5xt4Sbn9vORuzS7n51B7cd1ZvggI0z1hE5CAleCLNxFrLtn1lrNhRQPrOQlbsKGR9VjHVtc7Vua4x7Rmb0pGhyVEMS+6gxVBEpO3JXuuqbbcBxt4F4x8F/4aHnVtr+X8Lt/PHT9YTHhLI29ePZFyq+xU1RUTaKiV4Ik2ksKyS9J2F//VVWFYFOKUKBneJ4tfjejC0SweG6OqciLRlh9e2u/pD6DnebfOC/ZX8buYq5q7LZlxqLC9cOlifoSIibijBEzkOldW1rM8qZuWuQtJ3OMnclrz9ABgDveLCOKtfPENdQy17xWnunIgIcMy17RZu2cdd09LZt7+CR8/ry/Vju+Onz1MREbeU4IkcRW2tZdu+/azcVcjKnUWk7yxk3Z5iKmtqAYgND2ZIlygmD09iaJcoBiZFamVLEZGGbP8RZt4Epdlw1tNw0q1ua9tV19Tyl68z+eu3m+gWE8qH14xlQOdIDwcsItL6tLoELyMjg9NOO83bYYgPqw4MpTIsgYrQRCrCEqkMS6A2IAQAU1NJ0P5sQkqziCzNIrg0C//KEjKBTOB9r0YuItJC1dbA/Oec+nZRXeGGL6HzMLfNdxWUcee0dJZtL+CS4Uk8eUF/QoNb3b8sIiJeoU9LadNq/IOpDE2gIizhUFJXExzuPGhrCSrLpf2+DIJdyVzggX0YrHeDFhFpTYp2waybYfsCGHQZnPcCHPycbcAnq7J4cNYqsPDy5UO4cEhnDwYrItL6tboEr3fv3sybN8/bYUgrtL+imrV7ilm1q5BVu4pYtauQnfvKDj3eLaY9g5KiGJQUydDkKPolRtIlK5udAAAUPklEQVQuyN+LEYuIila3chs+gdm/hepKuOg1GHy526YHKmv4/cdreW/xToZ0ieIvlw8lOaa9B4MVEfENrS7BE2mM8qoa1mUVs3pXEat2FbF6dyGbckpxVSggMTKEQUmRXJLWhUFJkQzsHElU+yDvBi0i4iuqymHuY7B4KiQMgov/AR1T3DZfn1XM7e+tYHNuKbee1pO7z0wlUGVjRESOixI8afXKq2pYn1XMmt1FrN7tJHSZOaXUuLK5jmHBDEqKZOKARAZ3iWRA50jiwkO8HLWIiI/K3QgfXAfZa+Ck38IZT0BAwyUNrLX821XbLrJdIP++fhQn9+ro4YBFRHyLEjxpVQ5P5lbvLmZjdsmhZC46NIiBnSM5s188AzpHMigpkoSIEA3zEhFpbtZC+jvw6f0Q2A6unAGpZ7ttXre23em9Y3n+ksHEqLadiMgJU4InLdb+iuo6yVwxa/f895W56NAg+neKYHyfHgzs7JQn6BSpZE5ExOPKi+Hju2HNB9DtFJj0OkQkum1et7bdY+f34/qx3fTZLSLSRJTgSYtQVFbF2qwi1u4uZs2eItbsLmJL3n6sa85cx7BgBnaOOHRlbmDnSBKVzImIeN/uZfDBDVC4A8Y/CiffA34NL1BVXVPLX77ZxCvfZNJVte1ERJqFEjzxKGstOSUVrN3jJHNr9zgJ3a6CA4fadIoMoV+nSC4Y3JkBnSPo3ymS+IhgJXMiIi1JbS389Ap8/RSEJcC1n0DX0W6b7y48wF3TVrBkWwGThyXx1IX9CVNtOxGRJqdPVmk2tbWWbfv2s3ZPMeuynGRu3Z4i8korD7Xp3jGUwV2iuHJUMgM6RdK/U4TmYIiItHSlufCf38Cmr6DP+XDBX6F9tNvmn6/ZywMzV1FdU8tLlw3moqFJHgxWRKRtUYInTaK8qoaN2SWs21N8KKFbn1VMWWUNAAF+hl7x4ZzWO47+nZyrcn0TwwkPCfRy5CIicky2zHMKlx8odIqWp90AbkZYlFfV8PQn6/n3wu0MSorkL5cPpVvHUM/GKyLSxijBk2OWV1rB+qxi1u1xkrh1WcVszt1/aPGTsOAA+iaGc2laF/omhtO/UyS94sMIDlDRcBGRVqumGub9Cb5/ATr2gqtmQcIAt80zs0u4/b0VbNhbwk2ndOf+s/sQFKDadiIizU0JnrhVXVPL1rz9rqtxJYeSudySikNtOkWG0DcxgrP7J9AvMYK+iREkR7fHz0/z5UREfEbhTph5I+xcCEOvhonPQFDDV+KstUxfspMnP1pLaFAA/7xuBKf1jvNwwCIibZcSPAGgsKzyUBK3PquYDXtLyMguobK6FoBAf0NKXDin9OpIv8SIQ8lch9AgL0cuIiLNav1HMPs2qK2ByW/CwIvdNi0ur+KhWav5ZFUWY1NieOnSIcRFhHgwWBERUYLXxlS5rsqtzyomY2/JoWQuq6j8UJuY0CD6JkZwzeiu9HUlcj1jwzS0RkSkLakqhy8fhSWvQ6ehcPFbEN3DbfPlOwq4470VZBWVc//ZvbllXE+N5hAR8QIleD7KWktuSQUb9pawYa+TxG3IKmFTTimVNc5VuQA/Q0pcGKO6R9M3MYI+iRH0TQwnNkwlCURE2rS8THj/OsheDaNvgwlPQEDDIzZqay2vzd/CC19mEB8Rwoxfj2Z41w4eDlhERA5SgucDyiqrydhbQsbeEmdopSupKyirOtQmPiKYPgkRnNKrI30Sw+mToKtyIiLSgPR34ZP7IDAErpwBqWe7bZpTUs69M1byfWYe5w5M4E+TBhHZTqsji4h4U7MmeMaYc4CXAX/gDWvtlMMevwe4EagGcoHrrbXbmzOm1uzg8MqDyVxGtvN9R37ZoTbtg/zpFR/O2f0T6J0QTu+EcPomaK6ciIgcRU2VM9du1TTodgpMmgoRndw2n78xl3tmpFNSXs3/XjSQK0Z20egPEZEWoNkSPGOMP/AqcCawC1hijJljrV1Xp9kKIM1aW2aMuQV4FrisuWJqLWprLbsLDxxK4ja6ErnNuaVU1TilCPz9DN07hjIwKZKLhyfROyGcPgnhdOmgFSxFROQ4+AUAFk5/BE65F/waLm1TVVPLC19u5O/fbSY1Pox3bzqJ1Phwz8YqIiJuNecVvJHAJmvtFgBjzDTgQuBQgmet/bZO+4XAVc0YT4tjrSW7uIKNriRuY3YJGdmlZGaXHCoQDtA5qh294sMY1zuWPgnh9I6PoEdsKCGBqisnIiJNxBi46DW3RcsBduaXcft7K0jfWcgVI5N5/Px+tAtSXyQi0pI0Z4LXGdhZ5/4uYNQR2t8AfNaM8XiNtZbc0goys0tdiZyTxG3MLqG4vPpQu45hQfROcAqE904IJzU+jF7x4USEaD6DiEhbdLSpDs3whm4f+mRVFg/OXAUGXr1yGOcNSmzWUERE5Pi0iEVWjDFXAWnAODeP3wzcDJCcnOzByI6NtZa80koyc0oOJXOZOU4yV3fBk8h2gfSOD+d/BnciNT7c9RVGTFiwF6MXEZGWpJFTHZrdgcoafv/xOt5bvIMhXaL46xVD6RLd3pMhiIjIMWjOBG830KXO/STXtv9ijDkDeAQYZ62taOiFrLVTgakAaWlptulDPTYHSxAcTN4yc0obTOQiQgJIjQ/nnAEJ9Ir7OZGLDVcZAhEROaqjTnVobhuzS7jt3eVszC7lN+N6cu9ZqQT6a/VlEZGWrDkTvCVAL2NMd5zE7nLgyroNjDFDgdeAc6y1Oc0Yy3Gx1pJVVE5mTimbckrZ5Loyl5lTStGB/07kerkSuZQ4J4lLjQ8nTomciIgcv0ZNdWiOUS7WWqYv2cmTH60lLDiAf10/klNTY5vktUVEpHk1W4Jnra02xtwGfIEzd+Ata+1aY8zvgaXW2jnAc0AY8L4rEdphrb2guWJyp6bWsjO/rE4i5yRzm3P3U1rx8xy5Du0D6RUfzvmDEkmJc5K4XnG6IiciIt7T1KNcisureHjWaj5elcXYlBheumwIceEhJxyniIh4RrPOwbPWfgp8eti2x+vcPqM5378he4vKWbIt30nickvZnFPKlrz9VFbXHmoTHxFMSlwYk4d1pld8OClxYfSK0xw5ERHxqEZNdWhKK3cWcvt7K9hdeID7z+7NLeN6qvSOiEgr0yIWWfGk7zbm8MDM1RgDXTq0JyUujFNTY0mJCyMlLoyesWFEttOqlSIi4nVHnerQlKpqarn1neUAzPj1SQzvGt1cbyUiIs2ozSV4Z/SN59M7olRHTkREWjR3Ux2a6/0C/f147erhdOnQnsj2OtEpItJatbkELyYsWEMtRUSkVWhoqkNzGtA50lNvJSIizURrHYuIiIiIiPgIJXgiIiIiIiI+QgmeiIiIiIiIj1CCJyIiIiIi4iOU4ImIiIiIiPgIJXgiIiIiIiI+QgmeiIiIiIiIj1CCJyIiIiIi4iOU4ImIiIiIiPgIJXgiIiIiIiI+wlhrvR3DMTHG5ALbT/BlOgJ5TRCOr9F+qU/7pD7tk/q0T+prqn3S1Vob2wSv0yaoj2w22if1aZ/Up33SMO2X+ppin7jtH1tdgtcUjDFLrbVp3o6jpdF+qU/7pD7tk/q0T+rTPmm99LurT/ukPu2T+rRPGqb9Ul9z7xMN0RQREREREfERSvBERERERER8RFtN8KZ6O4AWSvulPu2T+rRP6tM+qU/7pPXS764+7ZP6tE/q0z5pmPZLfc26T9rkHDwRERERERFf1Fav4ImIiIiIiPgcn0nwjDFvGWNyjDFr6mx70hiz2xiT7vo6t85jDxljNhljMowxZ9fZfo5r2yZjzIOe/jma0rHsE2PMmcaYZcaY1a7v4+s8Z7hr+yZjzF+MMcYbP09TONbjxPV4sjGm1BhzX51tbfI4cT02yBjzkzFmreu4CHFt95njBI757yfQGPO26+dfb4x5qM5zfPpYcW2/3RizwXVMPFtnu89/zrYG6h8bpj6yPvWR9amPrE/9Y30trn+01vrEF3AqMAxYU2fbk8B9DbTtB6wEgoHuwGbA3/W1GegBBLna9PP2z+ahfTIU6OS6PQDYXeexxcBJgAE+AyZ6+2fzxD6p8/gHwPsH27Tx4yQAWAUMdt2PAfx97Tg5jv1yJTDNdbs9sA3o1kaOldOBr4Bg1/041/c28TnbGr7UPzbJflEf6f456iN/3t4m+kj1j43eJ17rH33mCp61dj6Q38jmF+IcbBXW2q3AJmCk62uTtXaLtbYSmOZq2yodyz6x1q6w1u5x3V0LtDPGBBtjEoEIa+1C6xyV/wJ+0TwRN79jPE4wxvwC2IqzTw5qs8cJcBawylq70vXcfdbaGl87TuCY94sFQo0xAUA7oBIopm0cK7cAU6y1Fa42Oa7tbeJztjVQ/9gw9ZH1qY+sT31kfeof62tp/aPPJHhHcJsxZpXr0mkH17bOwM46bXa5trnb7msa2id1TQaWuw7Izjj74aA2s0+MMWHAA8BTh7Vty8dJKmCNMV8YY5YbY37n2t5WjhNoeL98AOwHsoAdwPPW2nzaxrGSCpxijFlkjPnOGDPCtb2tf862BuofG6Y+sj71kfWpj6xP/eN/81r/6OsJ3v8BPYEhOAfWC94Np0U44j4xxvQHngF+7fnQvMbdPnkSeMlaW+qluLzJ3T4JAE4Gfun6fpExZoJXIvQOd/tlJFADdMIZbnGvMaaHVyL0vAAgGmfo0f3AjNY8t6QNUf/YMPWR9amPrE99ZH3qH+vzWv8Y4Ik38RZrbfbB28aY14GPXXd3A13qNE1ybeMI233CEfYJxpgk4EPgV9baza7Nu3H2w0FtaZ+MAi52TYqNAmqNMeXAMtrucbILmG+tzXM99inOmPP/h48fJ3DE/XIl8Lm1tgrIMcYsANJwzsT59LGCc0zMcg07WmyMqQU60oY/Z1sD9Y8NUx9Zn/rI+tRH1qf+sUFe6x99+gqea8zzQRcBB1e2mQNc7ho/3x3ohTP5dQnQyxjT3RgTBFzuausz3O0TY0wU8AnwoLV2wcEG1tosoNgYc5LrrMOvgNkeDLnZudsn1tpTrLXdrLXdgD8D/2utfYU2fJwAXwADjTHtXePpxwHr2sJxAkfcLzuA8a42oThn6zbQBo4V4D84E8kxxqTiTAzPow1/zrYG6h8bpj6yPvWR9amPrE/9Y4O81z8ez8osLfELeA/nknAVTsZ8A/BvYDXOikZzgMQ67R/BWakmgzorGQHnAhtdjz3i7Z/LU/sEeBRnjHR6na+Dq/2k4fyhbgZeAYy3fzZPHSd1nvckdVaHaqvHiav9VTgT6tcAz9bZ7jPHybHuFyAMZxW5tcA64P42dKwE4ZydXgMsB8bXae/zn7Ot4es4/sbbxO/tGP/G1Ueqj1QfeRz7BPWPXukfjevFREREREREpJXz6SGaIiIiIiIibYkSPBERERERER+hBE9ERERERMRHKMETERERERHxEUrwREREREREfIQSPGmzjDEvGWPuqnP/C2PMG3Xuv2CMuacJ3++fxpiLm+r16rzuw3VudzPGrDlS+zpt7zLG/KqJYnjeGDO+KV5LRES8T32k+khpvZTgSVu2ABgDYIzxAzoC/es8Pgb40QtxHauHj97kv7kKsF4PvNtEMfwVeLCJXktERLxPfaT6SGmllOBJW/YjMNp1uz9OIcoSY0wHY0ww0BdYbox53BizxBizxhgz1Tj6GGMWH3wh11nB1a7bw40x3xljlrnOeCYe/sbu2hhj5hljnjHGLDbGbDTGnOLa3t4YM8MYs84Y86ExZpExJs0YMwVoZ4xJN8a843p5f2PM68aYtcaYL40x7Rr42ccDy6211Ud532uNMf8xxsw1xmwzxtxmjLnHGLPCGLPQGBMNYK3dDsQYYxJO8HciIiItg/pI9ZHSSinBkzbLWrsHqDbGJOOcifwJWITToaUBq621lcAr1toR1toBQDvgfGvtBiDIGNPd9XKXAdONMYE4Z+outtYOB94Cnq77vo1oE2CtHQncBTzh2nYrUGCt7Qc8Bgx3/QwPAgestUOstb90te0FvGqt7Q8UApMb+PHHAssO29bQ+wIMACYBI1xxlllrh7r2V93hK8tdrysiIq2c+kj1kdJ6BXg7ABEv+xGn4xoDvAh0dt0uwhmeAnC6MeZ3QHsgGlgLfATMwOm0pri+Xwb0xvmwn2uMAfAHsg57z6O1meX6vgzo5rp9MvAygLV2jTFm1RF+pq3W2vQGXqOuRGD9Ydsael+Ab621JThnbotwfnaA1cCgOu1ygE5HiEtERFoX9ZFHfl9QHyktkBI8aesOzjEYiDP8ZCdwL1AM/MMYEwL8DUiz1u40xjwJhLieOx143xgzC7DW2kxjzEBgrbV2NO6Zo7SpcH2v4fj+Rivq3K7BOaN6uAP8/HMc7X3rvl5tnfu1h7ULcb2uiIj4BvWRR39f9ZHS4miIprR1PwLnA/nW2hprbT4QhTME5Ud+/oDPM8aEAYdW+LLWbsb5oH8MpyMDyABijTGjwRlqYoypOym9sW0OtwC41NW+H05ne1CVa0jLsVgPpBzjc44mFecfABER8Q3qI5uO+kjxGCV40tatxlkZbOFh24qstXnW2kLgdZwP5S+AJYc9fzpwFc5QFFzzES4GnjHGrATSca1CdlBj2jTgbzgd3jrgjzhDYIpcj00FVtWZQN4YnwGnHkP7I3J1ninA0qZ6TRER8Tr1kU1AfaR4mrHWejsGETkKY4w/EGitLTfG9AS+Anq7OsLjfc0Pgd9ZazObIL6LgGHW2sdO9LVERESOhfpIkf+mOXgirUN74FvXWUAD3HoiHZfLgzgTyU+488L5LHmhCV5HRETkWKmPFKlDV/BERERERER8hObgiYiIiIiI+AgleCIiIiIiIj5CCZ6IiIiIiIiPUIInIiIiIiLiI5TgiYiIiIiI+AgleCIiIiIiIj7i/wMvk/D3BJkEFwAAAABJRU5ErkJggg==", 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\n", 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", 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" ] @@ -261,7 +261,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -290,13 +290,6 @@ "plt.plot(wavelength, np.unwrap(np.angle(t)), label='t')\n", "pltAttr('Wavelength (nm)', 'Phase (rad)', '45/55 Splitter at $\\lambda=1530$', legend='best')" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If you'd like this tutorial as a jupyter notebook, it can be found on github, [here](https://github.com/contagon/SiPANN/blob/master/examples/Tutorials/InverseDesign.ipynb)" - ] } ], "metadata": { diff --git a/docs/source/tutorials/InverseDesign_files/InverseDesign_12_0.png b/docs/tutorials/InverseDesign_files/InverseDesign_12_0.png similarity index 100% rename from docs/source/tutorials/InverseDesign_files/InverseDesign_12_0.png rename to docs/tutorials/InverseDesign_files/InverseDesign_12_0.png diff --git a/docs/source/tutorials/InverseDesign_files/InverseDesign_15_1.png b/docs/tutorials/InverseDesign_files/InverseDesign_15_1.png similarity index 100% rename from docs/source/tutorials/InverseDesign_files/InverseDesign_15_1.png rename to docs/tutorials/InverseDesign_files/InverseDesign_15_1.png diff --git a/docs/source/tutorials/InverseDesign_files/InverseDesign_18_0.png b/docs/tutorials/InverseDesign_files/InverseDesign_18_0.png similarity index 100% rename from docs/source/tutorials/InverseDesign_files/InverseDesign_18_0.png rename to docs/tutorials/InverseDesign_files/InverseDesign_18_0.png diff --git a/docs/source/tutorials/InverseDesign_files/InverseDesign_4_1.png b/docs/tutorials/InverseDesign_files/InverseDesign_4_1.png similarity index 100% rename from docs/source/tutorials/InverseDesign_files/InverseDesign_4_1.png rename to docs/tutorials/InverseDesign_files/InverseDesign_4_1.png diff --git a/docs/source/tutorials/InverseDesign_files/coupler.png b/docs/tutorials/InverseDesign_files/coupler.png similarity index 100% rename from docs/source/tutorials/InverseDesign_files/coupler.png rename to docs/tutorials/InverseDesign_files/coupler.png diff --git a/docs/source/tutorials/InverseDesign_files/splitter.png b/docs/tutorials/InverseDesign_files/splitter.png similarity index 100% rename from docs/source/tutorials/InverseDesign_files/splitter.png rename to docs/tutorials/InverseDesign_files/splitter.png diff --git a/examples/Tutorials/PreMadeCouplers.ipynb b/docs/tutorials/PreMadeCouplers.ipynb similarity index 99% rename from examples/Tutorials/PreMadeCouplers.ipynb rename to docs/tutorials/PreMadeCouplers.ipynb index 33ab4d5..608d3c2 100644 --- a/examples/Tutorials/PreMadeCouplers.ipynb +++ b/docs/tutorials/PreMadeCouplers.ipynb @@ -70,7 +70,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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/T59m7xQRERGRENm7v5R/z1zNk9N8sBvcpQU/O7sLTfZsqgh379/pJymsSa17wbljavac1aCAJ8cmtiV0Odu3coVbK3r51n91cE+fC4ekHpDcpyL0JfWA8MjQ1C8iIiIiJ4WKYLeCrbv3cUZnH+yy0poDsGTJphBXGBwKeHLiYlpA57N9K1ewEdbNhfVz/c/Fb8Hc5/2+iGjfs5fcNxD6+vmev7Cw0NQvIiIiIg1GUXEp/565hienLWdLwT4GdU7kibP70j8Q7KoUgp42gKZNm1JQUFCj51TAk+Bo2hq6n+cb+CUbdqz0Ya88+M19HmY+6fc3ivf38SX3rRjiGdfWzwQqIiIiInIURcWlvDhzDU8Egt3pnRJ57Jq+DOhwhGAXYomJiQwaNIj09HTOPfdcTbIi9YhzvpeueUfodbnfVloCW7Nh3ZyK0PfZI1BW4vfHtqro4Ssf4tmk7v4PKiIiIiK1r6i4lJe+XMMTU5ezuWAfp3VM5JGr+3Bqx8RQl1YtL774Yo2eTwFPQic8Alr19K3v9X5bcZG/wbV8aOe6OZDzfsVrmqVBchakZEFKf3/zakSjkJQvIiIiIqFTVFzKy1/6HrtNu/YxsENzHrqqD6d1qh/BLlgU8KRuiYyGdv19K1e0MzCBSyDwrfkcFv7P7wuP8vfzpfQPhL4sSGivoZ0iIiIiDVRRcSmvzF7L41OWs3FXEQM6NGf8lQp25RTwpO6LjoeOZ/pWbuc6WDcb8gJtzrMw8wm/L6alD3zJ/QI/+0KjpiEpXURERERqxr6SUl6ZtZbHAsGuf1ozHrwig9M6JeL05f4BCnhSP8Un+9bjIv+8tBg2L4a8WRWhL/u9wMEOkk6pGNaZnAUtu0FYeMjKFxEREZHq2VdSyiuz83h8yjI27Cwiq30zHrgig9NrINiZWZ0Oh2Z2zK9RwJOGITwS2mT41v9Gv23P9sB9fLN98Ku8VENUU9+zVzn0xbYMXf0iIiIicpD9JWWBoZjLWL+ziH7tmzH28gwGda6ZHrvo6Gi2bdtGYmLd7AE0M7Zt20Z0dPQxvU4BTxquJs0PXpTdDLYtD/TyzfLBb8Z4sFK/P6G9D3vtBkC7gdAq3U8EIyIiIiK1Zn9JGf+d4++xW5e/l76pCdx3eW/O6NyiRoNYSkoKeXl5bNmypcbOWdOio6NJSUk5ptfot1c5eTgHLTr7lnm137Z/D2yYFxjWOQtWf1YxgUtkE38fX7uBgdYfGjcLXf0iIiIiDdj+kjJenZvHox8vY13+XjLbJfDXS3sxpEvNBrtykZGRdOjQocbPG2oKeHJyi2oC7U/3DXwv3848WDsT1n7pf84YV9HL17J7RQ9fu4GQ2FkzdoqIiIicgOLSMl6dk8ejU5aRt8MHu3suSefMri3r5NDJuk4BT6Qy5yChnW/lC7Lv2+2XaCgPfYvfrLiXr3HzQNgLhL62fXxoFBEREZEjKi4t47W5eTzysQ92GSnx/PnidIYq2J0QBTyRo2kUCx2G+AZQVgZbcw7u5StfjD0swq/Ll3pqReiLaxu62kVERETqmOLSMl6fu45HpuSydvteeqfE8+eL0hnaTcGuJgQ14DnnRgEPAeHAP8xszCH7xwHDAk+bAElmlhDMmkROWFgYJHX3rd93/LbCbZD3ZUXom/00fPG43xffriLspZ4GrXpqiQYRERE56ZSUlvHaV+t49ONlrNm+h17J8dx1Q0+GdUtSsKtBQQt4zrlw4DFgBJAHzHLOvWVmi8uPMbOfVzr+J0CfYNUjElQxidDtXN8ASvbDpgWwZqYPfas/g4Wv+n2N4nzgSz3N3/vXti9EHtv0tyIiIiL1RUlpGW/OW8/DH+eyetse0pPj+Mf1WQw/RcEuGILZgzcAWGZmKwCccy8DFwGLD3P81cAfg1iPSO2JiPIzcCb3g9N+5CdvyV8Da76ANZ/B6s9h2Yf+2PDAsamnQurpPvw1Vke2iIiI1G+lZcY789fz0Ee5rNhSSI82cfz9+izOVrALqmAGvGRgbaXnecDAqg50zrUHOgAfH+2k2dnZDB06tCbqEwmhJsRH9iI9bje9EwrpteNruq76nIiwcZQZrChszPz8GBbsjGX+zli27Y8MdcEicoycc08Do4HNZpYe2DYWuADYDywHvmtm+VW8dhVQAJQCJWaWVVt1i4icqLIy4/2FGxn/YQ65m3fTrVVTnry2HyN7tlKwqwV1ZZKVq4D/mZXPRX8w59zNwM0AjRo1qs26RIJmZ3EEn25L4NNtvrcuOqyUU+L20Dt+N70TdnNum+1cmrIVgHV7o3zYy49lwc4Y1u5tBOgfSJE67lngUeD5StsmA78xsxLn3H3Ab4BfH+b1w8xsa3BLFBGpOWbGpMWbGDc5h6UbC+icFMuj1/ThvPQ2hIXp95baEsyAtw5oV+l5SmBbVa4Cfny4E5nZBGACQFZWlk2dOrWGShSpw0qLYeN8WP05yWt8G7Vnjd8X07JiSGf706BVLwivK9/XiNSc+vxNr5lNd86lHbJtUqWnXwCX12ZNIiLBYGZMyd7Mg5NzWLhuFx1axDD+ykwuyGhLuIJdrQvmb4SzgC7OuQ74YHcVcM2hBznnugPNgM+DWItI/RMeWXEf3+m3+vv4tub6e/jWfOEnblnytj82KtYHvvaDIG0wtM30rxeRuux7wH8Os8+ASc45A54KfNEpIlKnmBmf5G7lwck5zFubT7vmjRl7eW8u6ZNMRHhYqMs7aQUt4AWGn9wKTMQvk/C0mS1yzt0NzDaztwKHXgW8bGYWrFpEGgTnoGVX3/rd4LftWu+D3urPYPWn8NFdfntkDKQODAS+M/xMnRFRIStdRA7mnPsdUAL8+zCHnGFm65xzScBk59xSM5t+mHMduI0hNTU1KPWKiBzqs+VbGTc5h1mrdpCc0Jgxl/bisn4pRCrYhZyrb7kqKyvLZs+eHeoyROqm3Vt80Fv9KayaAZsDk9ZGNPazc6YNhrRBvlcwQvezSt3nnJtTnycYCQzRfKd8kpXAthuAHwDDzWxPNc7xJ2C3md1/tGN1jRSRYPty5XYenJzNFyu20zoumh+f1ZkrslJoFKE1fmvTka6PumlHpCGJbQk9L/YN/ALsaz7zYW/VpzDlHsAgIhpS+vvevbQzIDlLa/GJ1ALn3CjgV8CZhwt3zrkYIMzMCgKPzwHursUyRUS+Ye6aHYybnMMnuVtpEduIP17Qg6sHpBIdqWBX1yjgiTRkMYlwygW+AezZDms+92Fv1ScwdQxgEN4oEPgG+WGd7QZAZOOQli5S3znnXgKGAi2cc3n4tV5/AzTCD7sE+MLMbnHOtQX+YWbnAa2A1wP7I4AXzeyDEHwEERHm5+UzbnIOU7K3kBgTxe/OO4VrT21P4ygFu7pKQzRFTmZ78wOBb4Yf1rnha7CyisXX087wwzrbDVQPn4REfR+iWdt0jRSRmrJo/U7GTc7lwyWbSGgSyQ+GdOL609oT00j9Q3WBhmiKSNUaJ0C3c30DKNoJa2b63r3Vn8InD8L0sb6HL3UgdBgCHc6Etn00S6eIiEgDlL2xgPEf5vD+wo3ERUfwixFduWFQGk2jdd2vLxTwRKRCdDx0Pcc3gKJdvodv5XRYOQ0+/gvwF78sQ/vTA4FviF+HL0yzZomIiNRXyzbv5qGPcnln/npioiK4bXgXvn9GB+IbK9jVNwp4InJ40XHQdaRv4CdtWT3DB74V0yA3sGZz42Z+OGeHM33ga9HVL+sgIiIiddqqrYU8/FEub8xbR3RkOD8a2ombBnckoYmWV6qvFPBEpPpiEqHHRb6BX4dv5ScVPXzlC6/Htqro3eswBJqlhaxkERER+aa12/fw8Ee5vPbVOiLDHTcN7sjNQzqSGKtllOo7BTwROX5xbSHjSt/MYMeqQNgL9PAt+K8/LiG14v69tMEQ1yakZYuIiJys1uXv5dGPl/Hf2WsJC3N857Q0bhnakaSmmkytoVDAE5Ga4Rw07+Bbv+/4wLcl++Deva9e8Me26Aodh/qWNtgPBRUREZGg2biziMenLuPlL9cCcM3AVH40tDOt4xXsGhoFPBEJDucgqbtvA2+GslLYuKAi8M39F3w5AVw4pGRBx2HQaZhfnkEzdIqIiNSIzQVFPDl1BS/MXE1ZmfGtrHbcelZnkhO03m1DpYAnIrUjLBzaZvo26DYo2QdrZ8KKqbB8Cky7D6aNgaimfsKWTsN86GvRRRO2iIiIHKPthft5atpynvt8FcWlxmV9k/nJWV1o17xJqEuTIFPAE5HQiGhUMQnL8D/Anu1+/b3lU2DFFMh53x8XlxwYzjnM/4xtGbqaRURE6ride4v5xycreHrGSvYWl3JxZjI/Gd6FDi1iQl2a1BIFPBGpG5o0P3iGzu0rfe/eiimw9F2Y92+/vVUv6DTUh73U0yFK30SKiIgU7ivh2c9W8dS05ewqKuH83m34+dld6JzUNNSlSS1TwBORuql8wpas7/r79zbMqxjOOfMp+OwRCI+C1FMrevfaZPihoCIiIieJouJSXvhiNY9PXc72wv2cfUoSPx/RlZ5t40NdmoSIAp6I1H1h4X7yleR+MPgXsL8Q1nweGM45FT66y7fGzXzQ63w2dBqu5RhERKTB2l9Sxn9mreGRj5exuWAfg7u04PYRXemT2izUpUmIKeCJSP0TFeNDXOez/fPdm/26e8s/9m3R6357Ug/oPNyHvfan+/v+RERE6rGS0jJe+2odD32Yy7r8vfRPa8bDV/fh1I6JoS5N6ggFPBGp/2KToPe3fDODTYtg+Uew7KOK4ZyRTQKzcw73wTCxk2bnFBGReqOszHh7/nrGf5jLyq2F9E6J56+X9mJIlxY4Xc+kEgU8EWlYnIPW6b4N+qkfzrlqhg97yz6E3En+uITUiqGcHYZosXUREamTzIyJizYxbnIO2ZsK6N66KROu68eIHq0U7KRKCngi0rBFxUDXkb6Bn51z+Uew7GOY/wrMfhrCIqDdQOh0lg99rXtDWFho6xYRkZOamTEtZwsPTMphwbqddGwRwyNX9+H8Xm0IC1Owk8NTwBORk0vzDtD8Ruh/I5Tsh7wvK3r3Pv6zb01aVIS9Tmdp7T0REalVny/fxgOTspm9egcpzRoz9vLeXNInmYhwffkoR6eAJyInr4gof19e2hlw9h/9ZC3Lp/iwt/xjWPCKP651b+gyArqcA8lZEK5/OkVEpObNXbODByZl8+mybbSKa8RfLk7niqx2REUo2En16bcUEZFysUmQcaVvZWWw8etA795HMGM8fPIARCf4mTm7nON7+GJahLpqERGp5xau28mDk3P4eOlmEmOi+L/RPfj2wFSiI7W2qxw7BTwRkaqEhUHbPr4N+SXszfdr7uVOgtzJsPBVwEFyXx/2upwDbTJ1756IiFRb7qYCxn2Yw3sLNhIXHcEdI7txw+lpxDTSr+hy/PRfj4hIdTROgJ4X+1beu5c72Qe+qWNg6r0Q0xI6j/DDOTsN8wuvi4iIHGLV1kIe+iiXN+ato0lkOLcN78L3z+hAfOPIUJcmtcEsqEs1KeCJiByryr17Z/4KCrf5mTlzJ0HO+/D1i+DC/cyc5ffuteqpdfdERE5y6/L38shHufx3Th6R4Y6bh3TkB0M60TwmKtSlSW1YNcN/Kdz7Cuh7fdDeRgFPRORExST6f6x7XwFlpbBuTmAo5yT46C7fmrb1Ya/rSOhwJjSKDXXVIiJSSzbvKuLxqct5ceYaAK47tT0/GtqJpLjoEFcmtWLlJzDtPlj1CcS2grDg9tQq4ImI1KSwcGg3wLezfg+7NlQssL7wNZj7nP+HPW1Qxb17iZ3Vuyci0gBtL9zPU9OW89znqyguNa7ISuHWs7qQnNA41KVJsJnByuk+2K3+FGJbw6gx0O8GiAzu378CnohIMMW1gb7X+VayH9bOrJioZeJvfWvWAbqOgm6jIPV0v3yDiIjUWzv3FvPPT1bwzxkr2VNcyiWZydw2vAtpLWJCXZoEm5mflG3afbDmc2jaBs79mx+SGeRgV04BT0SktkREQYfBvp3zZ8hfE7hvbyLMfhpmPgGN4vzi6t3O9RO2xCSGumo5Ac65p4HRwGYzSw9saw78B0gDVgFXmNmOKl77HeD3gad/MbPnaqNmEcXQ0swAACAASURBVDl+hftKePazVUyYvoKde4s5v1cbfnZ2F7q0ahrq0iTYzPwautPu81/mNm0L590Pfa6DyNodiquAJyISKgmp0P9G3/YXwoppfpKWnImw+A1wYZAywPfsdR0FLbtrKGf98yzwKPB8pW13Ah+Z2Rjn3J2B57+u/KJACPwjkAUYMMc591ZVQVBEQm9fSSkvzlzDY1OWsXX3foZ3T+LnI7qSnhwf6tIk2Mz8ernTxkDeLIhLgfMf8MEuolFISlLAExGpC6JioPt5vpWVwYZ5kPMBZL8PH/7Jt4T2vmev60hof4aGctYDZjbdOZd2yOaLgKGBx88BUzkk4AEjgclmth3AOTcZGAW8FKRSReQ4lJSW8drcdYz/MIf1O4s4rWMiT13XjX7ttUxOg2fmb7eYdh+smw3x7WD0OMj8dsiCXTkFPBGRuiYszC+gntwXhv0Wdq33YS9nIsx5FmY+CVFN/Vp73c71E7XEtAh11VJ9rcxsQ+DxRqBVFcckA2srPc8LbBOROqCszHhv4QYenJTDiq2FZLRLYOy3MhjUWf8WN3hm/no87T5YP9ePxrngIci4ps588aqAJyJS18W1hazv+bZ/D6ycVhH4lrwFOEjpXzGUM6mHhnLWE2Zmzjk7kXM4524GbgZITU2tkbpEpGpmxtTsLYydmM3iDbvo2iqWCdf1Y0SPVjj9u9uwmflr79QxfpRNQnu48BHIuBrC69YC9Qp4IiL1SVQT32vX7Vx/sdkwD7I/8Bedj+72LSHVB72uIyFtcMiHisg3bHLOtTGzDc65NsDmKo5ZR8UwToAU/FDObzCzCcAEgKysrBMKiyJyeDNXbGPsxGxmr95BavMmjL8ykwsy2hIepmDXoJlB9nu+x27D137m64seg95X1rlgV04BT0SkvnIO2vbxbdhvAkM5J/o291/w5QQ/lLPzcOg+2i+03jgh1FULvAV8BxgT+PlmFcdMBP7qnCu/kecc4De1U56IVLYgbydjJ2UzPWcLreIacc8l6VyR1Y7I8LBQlybBVFYG2e/6YLdxATTvCBc/Ab2ugPC6HaGCWp1zbhTwEBAO/MPMxlRxzBXAn/CzhH1tZtcEsyYRkQYrri1kfde3/Xv8AqvZ7/oevsVvQFgEtB8E3c+HbudBQrtQV9zgOedewvfEtXDO5eFnxhwDvOKc+z6wGrgicGwWcIuZ3Whm251zfwZmBU51d/mEKyJSO3I3FfDApBw+WLSRZk0i+d15p3Ddae2JjgwPdWkSTGVlsPRtmPY32LQQmneCS56C9MvrfLAr58yCM5rDORcO5AAj8DeHzwKuNrPFlY7pArwCnGVmO5xzSWZW1VCVA7Kysmz27NlBqVlEpEEqK/MzfC191w8z2Zrjt7fu5Xv2up3nH9fB+0ecc3PMLCvUddQXukaKnLi12/cw7sMc3vhqHU2iIrhxcAe+f0YHmkbXzeF4UkPKymDJmz7YbV4MiV1gyB2QflmdDHZHuj4etlrn3AJ8r1qVzKz3Ud53ALDMzFYEzvcyfmroxZWOuQl4rHxdn6OFOxEROQ5hYdBugG8j7oKty3zP3tL3/M3iU++F+FR/X1/383wvXx29r0BEJFg27yrikY+X8fKsNYQ5x42DO3LLmZ1oHlM3ZkaUICkr9aNcpo2FLUugRVe49B+QfimE1c/e2iPF0dGBnz8O/PxX4Oe3q3nuqqZ4HnjIMV0BnHOf4odx/snMPqjm+UVE5Hi06AwtfgqDfgq7N/sJWpa+B3Ofgy+fguh46DLSh73OZ0OjpqGuWEQkaHYU7ufJ6ct57rNVlJQaV/Zvx0/O6kLr+OhQlybBVFYKi173PXZbs6Fld7jsn9Dzknob7ModNuCZ2WoA59wIM+tTadedzrm5wJ019P5d8PcnpADTnXO9zCy/8kGaAlpEJEhik6Dv9b7tL4TlU/wwzuz3YcErEB4FHYb4YZzdzoO4NqGuWESkRuzeV8LTM1by9+kr2L2/hIszk/nZ2V1onxgT6tIkmL4R7E6By5+BHhf7ES8NQHUGlDrn3CAz+zTw5HSgOp9+HVD5Dv6UwLbK8oCZZlYMrHTO5eAD36zKB2kKaBGRWhAVA6eM9q2sFNbO9PftLX0X3r3dt+R+Puh1P99/21kH79sTETmSouJSXvhiNY9PXc72wv2c06MVvzinG91aa7RCg1ZWBosDwW7LUh/svvUsnHJRgwl25aoT8L4PPO2ciw88zwe+V43XzQK6OOc64IPdVcChM2S+AVwNPOOca4EfsrmiOoWLiEgQhYVD+9N9O+cv/mJYPknLx3/2rXlHH/S6j4aUAQ3uAikiDUtxaRn/m5PHwx/lsmFnEWd0bsEvzulKn9RmR3+x1F9lZYF77P7m77Fr2b3B9dgd6qgBz8zmABnlAc/MdlbnxGZW4py7Fb+WTzjwtJktcs7dDcw2s7cC+85xzi0GSoE7zGzbcX4WEREJBucg6RTfhvwSdm2AnPd94PviSfjsEYhJ8vfsdR/th3RqcXURqSPKyox3Fmxg3OQcVm4tpE9qAg98K4PTO7cIdWkSTOWzYk69LzB5Sje4/GnocUmDDXbljrpMgnOuFfBXoK2Zneuc6wGcZmb/rI0CD6UpoEVE6pCiXZA7CZa+A7mTYf9uv7h613Ng9HiIjjuh02uZhGOja6RIBTPj46WbGTsxm6UbC+jeuim/PKcbw09Jwml4ecNVvo7d1Ptg8yI/K+aZv24Qk6dUdlzLJFTyLPAM8LvA8xzgP0BIAp6IiNQh0XHQ63Lfiov84upL34aNCzX7poiEzOfLtzF24lLmrsknLbEJD12VyQW92xIWpmDXYJWV+S8bp93nFyhv0bXBzIp5rKoT8FqY2SvOud/AgaGXpUGuS0RE6pvIaN9z1/WcUFciIiepr9fmc/+kbD7J3UrruGjuvbQXl/dLITK8YQ/JO6mVlfm1XafeB5sW+AXK6/k6dieqOgGv0DmXSGDRc+fcqUC17sMTEREREQm2nE0FPDApm4mLNtE8Jorfn38K157anujIk/MX/JOCmb8XfNoY2LgAmneCSyb4ESUnabArV52AdzvwFtApsCB5S+DyoFYlIiIiInIUa7fvYdzkHF6ft47YqAhuH9GV753RgdhG1fkVV+olMz+j89QxsHG+n9H5kqcg/XII1987HCXgOefCgTMDrRvggOzAunUiIiIiIrVuS8E+Hv04lxe/XEOYc9w8uCO3nNmJZjFRoS5NgsUMst+HqfdWBLuLn4Re31KwO8QR/zTMrNQ5d7WZjQMW1VJNIiIiIiLfsKuomL9PX8E/Z6xkX0kZV/Zvx21ndaF1fHSoS5NgMYOciT7YbZgHzTrAxU9ArysU7A6jOn8qnzrnHsXPnFlYvtHM5gatKhERERGRgKLiUp7/fBWPT11O/p5iRvduw+0jutKxZWyoS5NgMfPL8Ey9F9Z/Bc3S4KLHoPeVEB4Z6urqtOoEvMzAz7srbTPgrJovR0RERETEKykt439z8hj/YS4bdxUxpGtLfjWyG+nJ8aEuTYLFzK+rOvVeWD8XEtrDhY9CxlUKdtV01IBnZsNqoxAREREREfCLlL+/cCP3T8pmxZZC+qQmMO7KTE7rlBjq0iRYzGDZhz7YrZsDCalw4SOQcbWC3TGq1sBV59z5QE/gwABnM7v78K8QERERETl2M3K3ct8HS1mwbiddkmKZcF0/RvRohXNapLxBMoNlHwWC3WyIT4ULHvbBLkKT5hyPowY859yTQBNgGPAP/BIJXwa5LhERERE5icxbm8/fPljKZ8u3kZzQmPu/lcElfZIJD1Owa5DMYPlHfrmDvFkQ3w4ueAgyrlGwO0HV6cE73cx6O+fmm9ldzrkHgPeDXZiIiIiINHzLNhdw/8QcPli0kcSYKP54QQ+uGZhKo4iTe7HqBssMVkyBKfdC3pcQlwKjx0HmtQp2NaQ6AW9v4Oce51xbYBvQJngliYiIiEhDty5/L+Mn5/Dq3DyaREXw87O78v3BWqS8wTKDFVN9j93aLyAuGc5/EPpcCxGNQl1dg1Kd/4Pecc4lAGOBufgZNP8R1KpERETqAOdcFjAYaIv/wnMhMNnMdoS0MJF6bHvhfh6bsox/fb4agO8O6sCPhnYiMVa/5DdYKz+BKX+FNZ8Fgt0D0Oc6Bbsgqc4smn8OPHzVOfcOEG1mO4NbloiISOg4574L/ARYCcwBsvETjZ0B/No5txD4PzNbE7oqReqX3ftK+OcnK/n7JyvYs7+Ey/ul8NOzu5Kc0DjUpUmwrPkCptwDK6dDbGs4dyz0+46CXZBVZ5KV66vYhpk9H5ySREREQq4JMMjM9la10zmXCXQBFPBEjmJfSSkvzlzDox8vY1vhfkb1bM0vR3alc1LTUJcmwZI32/fYLf8IYlrCyHsh67sQqTBfG6ozRLN/pcfRwHD8UM06E/CKi4vJy8ujqKgo1KXIUURHR5OSkkJkpNYzEZG6y8weO8r+ebVVi0h9VVpmvP7VOsZNzmFd/l5O65jIr8/tTma7hFCXJsGy/is/eUruRGjcHEbcDf1vhKiYUFd2UqnOEM2fVH4euB/v5aBVdBzy8vJo2rQpaWlpWiOlDjMztm3bRl5eHh06dAh1OSIih+Wce/hI+83sttqqRaS+MTMmLd7E/ROzyd28m17J8Yy5rBdndG6h39Maqo0L/Tp2S9+B6AQY/gcYcDM0Ui9tKBzPNEWFQJ367byoqEjhrh5wzpGYmMiWLVtCXYqIyNHMCfwcBPQA/hN4/i1g8Ymc2DnXrdL5ADoCfzCz8ZWOGQq8ib8HEOA1M7v7RN5XpDZ8vnwb932wlHlr8+nYIobHv92Xc9Nb63e0hmrzEj8r5uI3oFE8DP0tnHoLRMeHurKTWnXuwXsbP3MmQBj+QvdKMIs6HvqHo37Q35OI1Adm9hyAc+6HwBlmVhJ4/iTwyQmeOxvIDJwvHFgHvF7FoZ+Y2egTeS+R2rJw3U7+NjGb6TlbaB0XzZhLe3F5vxQiwsNCXZoEw9ZcmHYfLPifH3455A447cfQuFmoKxN8YDua+4EHAu1eYIiZ3RnUquqh8PBwMjMz6dmzJxkZGTzwwAOUlZUd17nOO+888vPzj7uWP/3pT9x///1Vbk9OTiYzM5MePXrw0ksvHfVc48ePZ8+ePTVWm4hIPdMMiKv0PDawraYMB5ab2eoaPKdIrVm5tZBbX5zL6EdmMD8vn9+ddwpT7xjKVQNSFe4aou0r4PUfwmMDYOm7MOin8NP5cNbvFe7qkOrcgzetNgqp7xo3bsy8ef6e+82bN3PNNdewa9cu7rrrrmM+13vvvfeNbWaGmREWdmL/WP785z/nl7/8Jbm5ufTr14/LL7/8iBOejB8/nmuvvZYmTZoctjYRkQZsDPCVc24K4IAhwJ9q8PxXAYf7tu0059zXwHrgl2a2qAbfV+SEbNxZxEMf5fLK7LVEhYfxk7M6c9OQjsRFaxK1BmnHapg+Fua9COGRcOqPYNDPILZlqCuTKhw1LTjnCpxzu6poBc65XbVRZH2TlJTEhAkTePTRRzEzSktLueOOO+jfvz+9e/fmqaeeAmDDhg0MGTKEzMxM0tPT+eQTP+onLS2NrVu3smrVKrp168b1119Peno6a9euZezYsQfO88c//vHAe95zzz107dqVM844g+zs7KPW2KVLF5o0acKOHX6t3h/+8IdkZWXRs2fPA+d9+OGHWb9+PcOGDWPYsGEH1Qbw4IMPkp6eTnp6OuPH+1tHCgsLOf/888nIyCA9PZ3//Oc/Vby7iEj9YGbPAAPxQyhfA04rH755opxzUcCFwH+r2D0XaG9mGcAjwBtHOM/NzrnZzrnZusdZgm3nnmLGvL+UM8dO4X9z1nLtwFSm/2oYvzinm8JdQ7QzD975OTzSD+b/BwbcBD/9Gkbeo3BXh1VnkpXxwAbgX/hvL78NtDGzPwSzsOP1s5/97EBPWk3JzMw8EGCqq2PHjpSWlrJ582befPNN4uPjmTVrFvv27WPQoEGcc845vPbaa4wcOZLf/e53lJaWHjQUslxubi7PPfccp556KpMmTSI3N5cvv/wSM+PCCy9k+vTpxMTE8PLLLzNv3jxKSkro27cv/fr1O2J9c+fOpUuXLiQlJQE+IDZv3pzS0lKGDx/O/Pnzue2223jwwQeZMmUKLVq0OOj1c+bM4ZlnnmHmzJmYGQMHDuTMM89kxYoVtG3blnfffReAnTt3HtOfm4hIHbQPfx2MBro657qa2fQaOO+5wFwz23ToDjPbVenxe865x51zLcxsaxXHTgAmAGRlZdmh+0VqQlFxKc9/vorHpixnV1ExF2W05fYR3UhNbBLq0iQYCjbCJw/CnGfADPpeD4N/AfHJoa5MqqE6Ae/CwDeI5Z4IDBmpkwGvLpo0aRLz58/nf//7H+BDT25uLv379+d73/sexcXFXHzxxWRmZn7jte3bt+fUU089cJ5JkybRp08fAHbv3k1ubi4FBQVccsklB4ZRXnjhhYetZdy4cTzzzDPk5OTw9ttvH9j+yiuvMGHCBEpKStiwYQOLFy+md+/ehz3PjBkzuOSSS4iJ8euaXHrppXzyySeMGjWKX/ziF/z6179m9OjRDB48+Bj/tERE6g7n3I3AT4EUYB5wKvA5cFYNnP5qDjM80znXGthkZuacG4AfcbOtBt5T5JiUlhmvzs1j3OQcNuws4syuLfnVqG70bKtZEhuk3ZthxniY/U8oK4HMb8OQX0JCaqgrk2NQnYBX6Jz7Nn7tO8NfkAqDWtUJONaetmBZsWIF4eHhJCUlYWY88sgjjBw58hvHTZ8+nXfffZcbbriB22+/neuvv/6g/eUBCvx9eL/5zW/4wQ9+cNAxx/KZy+/Be+utt/j+97/P8uXL2bBhA/fffz+zZs2iWbNm3HDDDce9aHzXrl2ZO3cu7733Hr///e8ZPnw4f/iDvgsQkXrrp0B/4AszG+ac6w789URP6pyLAUYAP6i07RYAM3sSuBz4oXOuBNgLXGVm6p2TWmNmfLhkM2MnLiVn024yUuJ54IoMTu/U4ugvlvqncBt89hB8+XcoKYKMq/3MmM3r1MpoUk3VmbHjGuAKYBOwGb8G0DXBLKq+27JlC7fccgu33norzjlGjhzJE088QXFxMQA5OTkUFhayevVqWrVqxU033cSNN97I3Llzj3jekSNH8vTTT7N7924A1q1bx+bNmxkyZAhvvPEGe/fupaCg4KCeucO58MILycrK4rnnnmPXrl3ExMQQHx/Ppk2beP/99w8c17RpUwoKCr7x+sGDB/PGG2+wZ88eCgsLef311xk8eDDr16+nSZMmXHvttdxxxx1H/UwiInVckZkVATjnGpnZUqDbiZ7UzArNLNHMdlba9mQg3GFmj5pZTzPLMLNTzeyzE31PkeqavWo733ryc256fjYlpcbj3+7LGz8epHDXEO3ZDh/9GR7qDZ8+DN1Hw49nwcWPK9zVY9WZRXMVcFHwS6nf9u7dS2ZmJsXFxURERHDddddx++23A3DjjTeyatUq+vbti5nRsmVL3njjDaZOncrYsWOJjIwkNjaW559//ojvcc4557BkyRJOO+00AGJjY3nhhRfo27cvV155JRkZGSQlJdG/f/9q1fyHP/yBa665hiVLltCnTx+6d+9Ou3btGDRo0IFjbr75ZkaNGkXbtm2ZMmXKge19+/blhhtuYMCAAQc+Y58+fZg4cSJ33HEHYWFhREZG8sQTTxzTn6OISB2T55xLwE9yMtk5twPQkgbSIOVuKuC+D7L5cMkmWjZtxD2XpHNFVjsitdxBw1O0E754Aj5/DPbtgp6XwJl3QlL3UFcmNcAdbsSHc+4mYKqZ5Tq/OvU/gcvwF7YbzCwkXTNZWVk2e/bsg7YtWbKEU045JRTlyHHQ35eIVJdzbo6ZZYW6DgDn3JlAPPCBme0PdT1VqeoaKXI06/P3Mv7DHP43J4+YqAhuGdqJ7w5Ko0lUde7kkXplXwHMfBI+e8SHvO6jYdhvoVXPUFcmx+hI18cj/Z/7U+DZwOOrgQygI9AHeAjQ7BkiItJgOefCgUVm1h20Lqw0PPl79vPE1OU8+9kqzOB7gzrw42GdaRYTFerSpKbtL/T31336EOzdDl3PhaF3QttvTvAn9d+RAl6JmRUHHo8GnjezbcCHzrm/Bb80ERGR0DGzUudctnMu1czWhLoekZpSVFzKs5+t4vEpyyjYV8KlfVL4+YgupDTTkgcNTvFemP00zBgHhVug89kw9LeQcuTltKR+O1LAK3POtQF2AMOBeyrtaxzUqkREROqGZsAi59yXVJpB2swOvx6NSB1VUloWWPIgl427ijirexK/GtWN7q3jQl2a1LSSfTD3eZh+P+zeCB3OhGG/g9SBoa5MasGRAt4fgNlAOPCWmS2CA/cgrKiF2kRERELt/0JdgMiJMjMmLd7E2InZLNu8mz6pCTx0VSYDOyaGujSpaaUl8PWLMO1vsHMtpJ4Ol/8T0s4IdWVSiw4b8MzsHedce6Cpme2otGs2cGXQKxMREQkR55wz77D33ZUfU5t1iRyrL1duZ8z7S5i7Jp+OLWN48tp+jOzZCj9/njQYZaWw8DWY+lfYvgKS+8GFD0PHYaC/65POEadHMrMS/BDNytvq7CLnIiIiNWSKc+5V4M3K998556KAM4DvAFOomIxMpE7J3ljA3z5YykdLN9MqrhFjLu3F5f1SiNCSBw2LGSx5G6b8FbYsgVbpcNVL0O1cBbuTmOa/rSGrVq1i9OjRLFy4MNSliIjIiRsFfA94yTnXAcjH338eBkwCxpvZVyGsT6RK6/L3Mm5yDq/OzSO2UQS/GtWN757egcZR4aEuTWqSGSz7ED7+M2z4GhK7wOXPQI+LIUwh/mQX1IDnnBuFX1IhHPiHmY05ZP8NwFhgXWDTo2b2j2DWJCIicjRmVgQ8DjzunIsEWgB7zSw/tJWJVG1H4X4en7qM5z5fDcBNgzvyo6GdSGiiJQ8anJXT4eO/wNqZkNAeLn4Cel0B4eq3Ee+o/yUEFjn/NtDRzO52zqUCrc3sy6O8Lhx4DBgB5AGznHNvmdniQw79j5ndenzl100rVqzgsssuY8KECfTv3z/U5YiIyAkILBm0IdR1iFRl7/5Snv50JU9OW07hvhIu65vCz0Z0JTlBE543OGu/9D12K6dD07YwehxkXgsRCvFysOpE/ceBMuAs4G6gAHgVOFpyGQAsM7MVAM65l4GLgEMDXo266+1FLF6/q0bP2aNtHH+8oGe1js3Ozuaqq67i2WefJSMjo0brEBEREQG/5MF/5+Qx/sMcNu3ax9mnJHHHyO50a9001KVJTVs/D6bcA7mTIKYljBoD/b4LkdGhrkzqqOoEvIFm1tc59xWAme0I3GR+NMnA2krP84CqFt+4zDk3BMgBfm5ma6s4pl7YsmULF110Ea+99ho9evQIdTkiIiLSwJgZExdt5G8Ts1mxpZB+7Zvx6DV96Z/WPNSlSU3bvMRPnrLkLYhOgLP/BANuhqiYUFcmdVx1Al5xYLilATjnWuJ79GrC28BLZrbPOfcD4Dl8T+FBnHM3AzcDpKamHvGE1e1pC4b4+HhSU1OZMWOGAp6ISAMRWDKoi5l96JxrDESYWUGo65KTz8wV27j3/aXMW5tPl6RY/n59FmefkqQlDxqabcth6hhY8F+IioUz74TTfgTR8aGuTOqJ6gS8h4HXgSTn3D3A5cDvq/G6dUC7Ss9TqJhMBQAz21bp6T+Av1V1IjObAEwAyMrKqrNrDkVFRfH6668zcuRIYmNjueaaa0JdkoiInADn3E34LxibA53w17IngeGhrEtOLjmbCrjvfb/kQZv4aP52WW8u7ZusJQ8amvw1foHyeS9CeBQM+qlvTdQ7K8fmqAHPzP7tnJuDv5g54GIzW1KNc88CugSml14HXAUclHicc23MrPzG9QuB6py3TouJieGdd95hxIgRxMbGcuGFF4a6JBEROX4/xt9TPhPAzHKdc0mhLUlOFht3FjFucg7/nbOWmEYR/HpUd747KI3oSC150KAUbITp98OcZ/3adQNugjNuh6atQl2Z1FOHDXjOucpfF2wGXqq8z8y2H+nEZlbinLsVmIhfJuFpM1vknLsbmG1mbwG3OecuBEqA7cANx/1JQiwtLe3AGngJCQnMmjUrxBWJiEgN2Gf/396dx1dVXf0f/6wkkAAZyMAUQiDMo4BEVEAFRSt2cKitVTuofWpb69PR1rHWOrRYW22tWodqHztYO9r6qyMiooKCgiLzPIVAIHOAzFm/P86FRhIgSJKbe/N9v1555d5zT85d2Rzuzjpn77Xdaw4MgTOzOEJTFkTaSnlVLY/M38jjb26moQGunJrDtTOGktpD1RKjyr4iWHAfLH4MGupg4ufh9O9DSla4I5MId6Q7eEsIOjEDsoGS0OOewDYg52gHd/fngecP2XZro8c3Ajcec9QiIiLtY76Z3QR0M7OzgWsI5o+LtLqaugb+tGgr989dT8n+Ws6fkMl154xgQFr3cIcmramyFN56AN7+DdTuhxMugTN+AGmDwx2ZRInDJnjungNgZo8Bz4SSNcxsFnBB+4QnIiISVjcAXwaWA18luGj527BGJFHH3fnPBzu556W1bCvez9Sh6dxw7ijGZamoRlSp3guLHoaF90NVGYy5EKbfCL1GhDsyiTItKbJyirt/5cATd3/BzJothiIiIhJN3L0BeAx4LDR1IcvdNURTWs1bG4uY/cJqluWVMbJvEk9eNZnTh2WoMmY0qa2Edx6HN++F/UUwfBbMuAn6nRDuyCRKtSTByzezW4A/hp5fDuS3XUgiIiIdg5m9RlAELI5g6sJuM1vo7t8Ja2AS8dbuqmD2C6uZt3YPmSkJ/Pwz47lwYn9iY5TYRY26Glj6ZFBAZe8uGDwDzrwFsnLDHZlEuZYkeJcCPyJYKgHg9dA2ERGRaJfi7uVmyxlWzAAAIABJREFU9j/A7939R2b2QbiDksi1s6yS++as4+9L8ugRH8cNs0ZyxRRVxowq9XWw7M/Bkgdl2yD7VLj4cRg0LdyRSSfRkmUSioFvtUMsIiIiHU2cmfUDPgvcHO5gJHKVV9Xy8GtBZUx3uGpqDt9QZczo0tAAK/8J834CxRshcyJ88j4Yclaw/IFIOzlqgmdm82imJLS7n9kmEUWg0tJSnnrqKa655ppwhyIiIq3rdoLlft5093fMbDCwPswxSQSprqvnT29v49evBpUxL5iQyfdUGTO6uMO6l+DVO6BgBfQeA597Ckacp8ROwqIlQzSva/Q4Afg0wbp1ElJaWspDDz2kBE9EJMq4+9+AvzV6vomgHxQ5ooYG5z/Ld3LPS2vYXlzJ1KHp3DhrFGP7qzJmVNn8Bsy9HfIWB8scfPpxGHMRxMSEOzLpxFoyRHPJIZsWmNniNoonIt1www1s3LiRCRMmcPbZZ3PPPfeEOyQREWkFZpZAsEzCGIKLnAC4+1VhC0o6vIUbC/np82tYvqOMUf2SefKqcaqMGW12LIG5d8CmeZCUCZ/8FUy4HGK7hDsykRYN0Uxr9DQGmAR03MtPL9wAu5a37jH7joNZsw/78uzZs1mxYgXvv/9+676viIiE2x+ANcDHCIZrXg6sbo0Dm9kWoAKoB+rcPfeQ1w34FXAesB+4wt2XtsZ7S9tYs6uc2S+s4bVQZcxffGY8F6gyZnTZvRpevRPW/Ae6p8PHfgK5X4YuCUf/WZF20pIhmksI5uAZwdDMzQRXM0VERKLdUHf/jJmd7+5PmtlTwButePwZ7l54mNdmAcNCXycDvwl9lw4mv7SSe+es4x9L80iKj+PGWSP5kipjRpfizfDabPjgLxCfBDNuhlO+HjwW6WBakuCNcveqxhvMLL6N4jl+R7jTJiIicoxqQ99LzWwssAvo3U7vfT7B0gwOvG1mPc2sn7vvbKf3l6Moq6zl4fkbeSJUGfN/pgWVMXt2V2XMqFG+E16/J1jPLiYOpn4Tpn4buqcd/WdFwqQlCd5C4MRDtr3VzLZOKykpiYqKinCHISIire9RM0sFfgg8CyQCt7bSsR142cwceMTdHz3k9f7A9kbP80LbPpTgmdnVwNUA2dnZrRSaHEl1XT1/DFXGLN1fy4UT+/Pds4erMmY02VcEC+6DxY9BQx1MugJOuw6S+4U7MpGjOmyCZ2Z9CTqSbmY2kWCIJkAyoE+wRtLT05k6dSpjx45l1qxZKrIiIhIl3P23oYfzgcGtfPhp7r7DzHoDc8xsjbu/fqwHCSWGjwLk5uY2WdZIWk9Dg/P/PsjnnpfWkldSyWnDMrj+3JGqjBlNqsrh7Ydg4QNQsxfGfw7OuB7ScsIdmUiLHekO3seAK4As4N5G2yuAm9owpoj01FNPhTsEERFpZaEpCZ8GBtGoz3T324/32O6+I/R9t5k9A0wGGid4O4ABjZ5nhbZJGCzcUMhPXljNih3ljOqXzO+vGsfpw3uFOyxpLbWV8M5v4Y17obIYRn0ymGfXe1S4IxM5ZodN8Nz9SeBJM/u0u/+jHWMSERHpKP4NlBEUHKturYOaWQ8gxt0rQo/PIajS2dizwLVm9jRBcZUyzb9rf2t2lfPT59cwf90e+vfsxr2fHc8FE/oTo8qY0aG+Ft77A8z/GVTshCFnwpm3QP9J4Y5M5CM70hDNz7v7H4FBZvbdQ19393ub+TEREZFokuXu57bBcfsAz4TWRYsDnnL3F83sawDu/jDwPMESCRsIlkm4sg3ikMPYVVbFvXPW8rclQWXMm84byRdPVWXMqNFQDyv+AfN+AiWbIWsyXPQY5JwW7shEjtuRhmj2CH1PbI9AREREOqCFZjbO3Vt1gVV33wSMb2b7w40eO/CN1nxfObq91XU8Mn8jj72xiYYG+PLUHK49U5Uxo4Y7rH0+WMtu9yroMw4u+ysMOwe0EL1EiSMN0Xwk9P3H7RfOR+fumP5jdnjB3ysiIh2bmS0nqHIZB1xpZpsIhmgaQe51Qjjjk9ZXV9/A0+9s55evrKNwbw2fOKEfP/jYSLLTVVcuamyaD3Nvhx3vQtoQuPgJGH0hxMSEOzKRVnXUZRLMrBfwFZpOML+q7cI6NgkJCRQVFZGenq4krwNzd4qKikhISAh3KCIiR/OJcAcg7cPdmbt6N7NfXMOG3Xs5aVAqj30xl4nZqeEOTVpL3rtBYrd5PiRnwad+DeMvg9iWrBYmEnlacmb/G3gDeAWob9twPpqsrCzy8vLYs2dPuEORo0hISCArKyvcYYiIHE0B8DVgKLAceNzd68IbkrS25Xll3PX8Kt7eVMzgjB488oVJnDO6jy4WR4uClfDqXbD2OeieAefOhklXQhddaJbo1pIEr7u7X9/mkRyHLl26kJOj9UlERKTVPAnUElzgnAWMBr4V1oik1eSV7OfnL63lX+/nk9ajK7efP4ZLJ2fTJVZD9aJC0UZ4bTYs/xvEJwdVMU/+OsSrrIR0Di1J8P5jZue5+/NtHo2IiEjHMNrdxwGY2ePA4jDHI62grLKWh+Zt4HcLt2DANdOH8LXpQ0hO6BLu0KQ1lOcHyx289weI6QLTvg1Tvgnd08IdmUi7akmC9y3gJjOrJriaeWCCeXKbRiYiIhI+tQceuHudhuxFtpq6Bv749lbuf3U9ZZW1XDixP9edM4LMnt3CHZq0hn1F8Oa9sPgx8AbIvQpO+x4k9Q13ZCJhcdQEz92T2iMQERGRDmS8mZWHHhvQLfRcFzkjiLvzwopd3P3iGrYW7Wfq0HRunDWKsf1Twh2atIbqCnjrQVj4ANTug/GXwhnXQ+rAcEcmElYtqaJ5YjOby4CtmnAuIiLRyN21mnWEW7K1mLueW83SbaUM75PI7648ienDe6mASjSoq4Z3n4DX74H9RTDqkzDjFug9MtyRiXQILRmi+RBwIkEVMYBxwAogxcy+7u4vt1VwIiIiIsdiS+E+7n5xDS+s2EXvpHhmXzSOiydlEacCKpGvoR6WPQ2v/RTKtkPO6XDWbZA1KdyRiXQoLUnw8oEvu/tKADMbDdwO/AD4J6AET0RERMKqeF8N989dz58WbaVLbAzfmTmcr5yeQ/euWuss4rnDmufg1TtgzxroNyFYy27IjHBHJtIhteRTb/iB5A7A3VeZ2Uh336RhDiIiIhJOVbX1/N/CLTw4bwP7quu45KRsvjNzGL2TtdZZVNj8BrxyG+x4F9KHwmeehNHng/4GFTmsliR4K83sN8DToeeXAKvMLJ5GVcZERERE2ktDg/PssnzueWktO0orOXNkb26YNZLhfVQbLirkvw9zb4eNcyEpM7hjN/4yiNUdWZGjacn/kiuAa4Bvh54vAK4jSO50b1xERETa1cKNhfzk+dWs2FHOmMxk7rn4BKYMzQh3WNIaCjfAvDth5TPQLRXOuRNO+h/ooiUtRFqqJcskVAK/CH0dam+rRyQiIiLSjPUFFcx+YQ1z1+wmMyWB+y4Zz/nj+xMTo+F6Ea88H+bfDUv/AHHxcPr3Ycr/QoKWtBA5Vi1ZJmEY8FNgNHBwQLu7D27DuEREREQA2F1RxS9fWc/Ti7fRo2sc1587kiunDiKhi1aziHj7i2HBL2HRI0GVzJP+B06/DhJ7hzsykYjVkiGavwN+BNxHMCTzSkC1hkVERKRN7a+p47dvbObh+RupqWvgi6cO4ptnDSOtR9dwhybHq2YfvP0bWHA/VJfDCZfAjBshdVC4IxOJeC1J8Lq5+1wzM3ffCtxmZkuAW9s4NhERiVBl+2tJ6d4l3GFIhKpvcP6xJI9fzFlLQXk1547py/WzRpKT0SPcocnxqquBpU/C/J/Bvt0w4jw48xboMybckYlEjZYkeNVmFgOsN7NrgR1AYtuGJSIikcTdWbOrgpdXFvDSyl3kl1Xy7s0ztbi0HLM31u/hrudWs2ZXBROze/LgZSeSOygt3GHJ8WpogBX/CAqolGyB7ClwyR8h++RwRyYSdVqS4H0L6A58E7gDOBP4UlsGJSIiHV99g7N0WwkvrdjFy6sK2Fa8HzOYlJ3KN6YPpbbeidMUKWmh9QUV/OT51cxbu4cBad144LKJfHxcP7TmboRzh/UvB0seFKyAPuPg8r/D0Jlay06kjbSkiuY7oYd7CebftZiZnQv8CogFfuvusw+z36eBvwMnufu7x/IeIiLSfqpq63lzfSFzVhUwd00BhXtr6Bobw5Sh6Xx9+hDOGtWb3klaYFparnBvNffNWcfT72yne9dYbjpvJF+aMoh4XR2IfFvfgrk/hm1vQWoOfPpxGHMRxOjOvkhbOmyCZ2bPHukH3f1TR3rdzGKBB4GzgTzgHTN71t1XHbJfEsFdwkUtDVpERNpP8b4a5q4uYM6qAt5YX0hlbT1J8XGcMaIXHxvTl+kjepGUoPl2cmyqaut5YsFmHpq3kcraej5/cjbfmjlcBVSiwa4V8OodsO5FSOwDH78XTvwixOpzQqQ9HOkO3qnAduDPBMnXsd5HnwxscPdNAGb2NHA+sOqQ/e4A7ga+f4zHFxGRNrK1aB9zVhXw8qoC3t1STIND3+QELp6Uxdmj+3DK4HS6xukqvBw7d+fZZfn87MW17CitZOaoPtx43kiG9NL0/ohXvBnm/QSW/w0SkuGsH8HJX4WuKo4j0p6OlOD1Jbj7dilwGfAc8Gd3X9nCY/cnSBAPyAM+NJPWzE4EBrj7c2amBE9EJEwaGpzlO8p4edUu5qwqYF3BXgBG9k3iGzOGcvboPozrn6L5UHJc3t1SzB3PrWbZ9lLGZCZzz2dOYMqQjHCHJcerogBevweW/A5iusC0b8PUb0G31HBHJtIpHTbBc/d64EXgRTOLJ0j0XjOzH7v7A8f7xqHKnPcCV7Rg36uBqwGys7OP961FRASorqvnrY1FzFlVwCurCygoryY2xjhpUCo//MRozh7Vh+z07uEOU6LA1qJ9zH5hDS+s2EWf5Hh+/pnxXDSxPzExumAQ0SpLYeH9wXp2ddUw6Utw+g8guV+4IxPp1I5YZCWU2H2cILkbBNwPPNPCY+8ABjR6nhXadkASMJYgaYTgjuGzZvapQwutuPujwKMAubm53sL3FxGRQ5Ttr2Xe2t3MWVXA/HV72FtdR/eusZw+rBdnj+7DmSN7k6o5UNJKyvbX8utX1/PkW1uIi4nhOzOH85XTc+jetSVFvKXDqq2ExY/CG/dCVSmM/TTMuBnSh4Q7MhHhyEVWfk+QgD0P/NjdVxzjsd8BhplZDkFi9zmCoZ4AuHsZcHBchpm9BlynKpoiIq1rR2klc1buYs7qAhZtKqauwclIjOeT4/tx9ug+TBmSQUIXVSxsL2Y2APg90Adw4FF3/9Uh+0wH/g1sDm36p7vf3p5xHo+augb++PZW7n91PWWVtXx20gC+d85weierwmpEq6+DZX+G134K5TuCpQ7OuhX6jQ93ZCLSyJEuoX0e2EdQ4fKbjeZdGODunnykA7t7XWhh9JcIlkl4wt1XmtntwLvufsQqnSIi8tG4Oyt2lPNKqPLlqp3lAAztnchXTh/M2aP7MCGrp4bHhU8d8D13XxqqJL3EzOYcWmUaeMPdPxGG+D4yd+flVQXMfmENmwv3MW1oBjedN4rRmUf8k0E6OndY+3ywlt2eNdB/Elz4COScFu7IRKQZR5qDd9zl0dz9eYI7gI233XqYfacf7/uJiHRWlTX1LNhQyNw1Bby6ZjcF5dUHFx2/cdZIzh7dh8GqUtghuPtOYGfocYWZrSYoTHZoghdRlueVcedzq1i0uZihvRP53RUnMX1ELxXmiXRb34JXfgTbF0H6UPjsH2DUJ7VIuUgHpkHwIiIRaldZFXPXFDB39W4WbCikuq6BxPg4Th+ewVkj+zB9RC/SE+PDHaYcgZkNAibS/Fqwp5rZMiCfYApDS6tYt6v80kp+/tJa/vneDtJ7dOWOC8Zy6UkDiIvVMhoRbfdqeOXHsO4FSOwLn/glTPwCxOpPR5GOTv9LRUQiREODsyK/jFdW72bu6gJW5gdDLwekdePSydnMHNWHyTlpWp8uQphZIvAP4NvuXn7Iy0uBge6+18zOA/4FDDvMccJSaXpvdR2PzN/Io69vwoGvTx/C16cPIVmL3ke2sjyY91NY9hR0TQzm2J38deiqiroikUIJnohIB7a/po4FG4qYuzoYerm7opoYgxOzU7n+3JHMHNWbob0TNQwuwphZF4Lk7k/u/s9DX2+c8Ln782b2kJlluHthM/u2a6Xp+gbnr+9u5xcvr6NwbzWfGp/J9z82ggFpSgAi2v5iePNeWPQo4HDKNXDa96B7WrgjE5FjpARPRKSD2VlWydzQXbqFG4uormsgKT6O04f34qxRvZk+ojdpWsogYlmQjT8OrHb3ew+zT1+gwN3dzCYDMUBRO4bZrNfX7eGu51aztqCC3IGpPPbFSUzM1mLWEa1mPyx6GN78JVSXw/hLYcaN0FPrDotEKiV4IiJh1tDgfLCjjFdXF/DK6t0Hq15mp3XnspODoZcnDdLQyygyFfgCsNzM3g9tuwnIBnD3h4GLga+bWR1QCXzO3cO2Duy6ggruem4189ftITutOw9dfiKzxvbVneNIVl8H7/8pWPKgYicMPzcYjtlnTLgjE5HjpARPRCQMKqpqWbChkFfX7Gbe2j3sCQ29zB2Yxg2zgqGXQ3pp6GU0cvc3CZYcOtI+DwAPtE9Eh7enopr7XlnH04u3kRgfxy0fH8UXTh1IfJzWTYxY7rDmP8GSB4XrIGsyXPwEDJwS7shEpJUowRMRaQfuzobde5m3djfz1uzhnS3BguNJCcHQy5mjejN9eG9SNfRSOoCq2noef3MzD83bQHVdA188dRDfOmuYzs9It2VBsORB3juQMRwu+ROM/LiWPBCJMkrwRETayP6aOt7aWHQwqdtRWgnAyL5JfOX0wcwY0ZsTs3uqnLx0GA0NzrPL8vnZi2vIL6vinNF9uGHWSK2hGOkKVgZLHqx/CZIy4VO/hvGXackDkSil/9kiIq1oS+G+IKFbu4e3NxVRU9dA966xTB2awTdmDGX6iF5k9uwW7jBFmqirb+Czj7zF0m2ljO2fzL2XTOCUwenhDkuOR+m20JIHf4aEZJh5G0z+qpY8EIlySvBERI5DVW09izcXM2/tbl5bu4fNhfsAGNyrB184ZSAzRvTmpJxUzVmSDi8uNobpI3rz+VMGcsGE/sTEaNhexNpfDG/8AhY/ChhM+V+Y9h0teSDSSSjBExE5RjtKK5m3Zjevrd3Ngg1FVNbWEx8Xw6lD0rliyiCmj+jFwPQe4Q5T5Jh986xm11KXSFGzD97+DSz4FdTshQmXwfQbISUr3JGJSDtSgicichS19Q0s2VoS3KVbs4e1BRUAZKV24zO5WcwY0ZtTBqfTravu0olIGNTXwXt/gNdmw95dMOK8YMmD3qPCHZmIhIESPBGRZmwv3s/r6/cwf+0eFm4sYm91HXExxuScNG6eNIoZI3tpGQMRCS93WP1ssORB0QYYcAp89knIPiXckYlIGCnBExEBKmvqeXtTEfPX7eH1dXvYFJpL179nNz45vh9nDO/F1KEZJCV0CXOkIiLA5jeCJQ92LIFeI+Fzf4YRs7TkgYgowRORzsndWVewl9fX7WH+uj0s3lJMTV0D8XExnDI4nctPGcgZw3sxpFcP3aUTkY5j1/JgyYMNcyC5P5z/IIy/FGI0RFxEAkrwRKTTKN1fw5sbCnl93R5eX1fIrvIqAIb1TuSLpwzk9OG9mJyTRkIX/aEkIh1M6TZ49S744C+QkAJn3wGTvwJdtOyKiHyYEjwRiVr1Dc6yvNKDd+mWbS+lwSE5IY5pwzI4Y3gvThumdelEpANrvOSBxcDUbwVLHnTrGe7IRKSDUoInIlFlV1lVkNCt38Ob6wspq6zFDE7I6sm1Zw7jjOEZjM/qSVxsTLhDFRE5vNoqWPxIkNxVlcOEy2HGTZDSP9yRiUgHpwRPRCLa/po6Fm0q5s0Nhby5vvDgEga9k+I5e3Qfzhjei2lDM0jt0TXMkYqItEBDAyz/K7x6J5Rth2HnwMzboM+YcEcmIhFCCZ6IRJT6BueDvFIWbCjkjfWFLN1WQm290zUuhsmD0rjoxP6cPrwXI/smqTiKiESWDXNhzo+gYDn0mwAXPAQ5p4c7KhGJMErwRKRDc3e2Fu3njQ2FLFhfyMKNhZRX1QEwJjOZq6blcNrQXuQOSlVxFBGJTDuXwZxbYdNr0HMgfPpxGHMRxGgouYgcOyV4ItLhlOyrYcHGwoN36fJKKoFgTbpZY/sxbVgGU4akk54YH+ZIRUSOQ8nWYCjm8r9CtzQ4dzbkXgVx+mwTkY9OCZ6IhF1VbT1LtpYcnEe3Ir8Md0iKj+PUIel89fTBTBvWi0Hp3TXsUkQi36GVMad9F6Z9O1j+QETkOCnBE5F219DgrN5VzpvrC3lzQyHvbCmmqraBuBjjxOxUvjNzONOGZXBC/xRVuxSR6FFbCYsegTfvheoKmHAZTFdlTBFpXUrwRKTNHZhHt3BjEQs3FvLWxiKK9tUAwSLjl07O5rRhGUzOSScxXh9LIhJlGuqDBcpfvQvK82DYx0KVMUeHOzIRiUL6S0pE2sTOskoWbihi4cYi3tpYSH5ZFQB9kuM5PbR0wdShGfRNSQhzpCIibcQ9qIz5yo+gYAVkToQLH4ac08IdmYhEMSV4ItIqivZW89amAwldEZsL9wGQ1qMrpw5O55oh6UwZkk5ORg/NoxOR6Jf/flAZc/N8SB0EFz8Boy9UZUwRaXNK8ETkIymvqmXxpuKDwy7X7AoWGE+Kj+PkwWl8/pSBTBmSzog+ScTEKKETkU6iZEuoMubfQpUx7w5Vxuwa7shEpJNQgiciLVJZU8+7Ww8kdEUszyulwSE+LoaTBqXx/Y9lMmVIOuNUGEVEOqP9xfD6z+Gdx8Bi4bTvwdRvqTKmiLQ7JXgi0qzqunqWbS9j4cZCFm4s4r1tJdTWO3ExxsTsnlx75jCmDElnYnZP4uO0wLiIdFK1lbDoYXjjPqipgAmXw4ybIDkz3JGJSCelBE9EgGAtuve3l7JoUzFvbypi6bYSqusaMINx/VO4aloOU4ZkkDswlR6qdCkinV1DPSx7GubdBeU7VBlTRDoM/ZUm0klV1dazdFsJb28qZtGmIt7bXkpNKKEb3S+Zy08eyMmD0zglJ52U7l3CHa5IVDGzc4FfAbHAb9199iGvxwO/ByYBRcAl7r6lveOUZrjDhldgzo9g90rIPBEuehQGTQt3ZCIigBI8kU6jsqaeJVtLWLS5iEWbinl/eyk19Q3EGIzJTOFLpw7k5Jx0ThqUpoROpA2ZWSzwIHA2kAe8Y2bPuvuqRrt9GShx96Fm9jngbuCS9o9WPiT/vVBlzNdDlTF/B2MuBFUGFpEORAmeSJTaV113MKF7e1MxH+SVUlvvxMYYYzOTuXLqIE4enEbuoDSSE5TQibSjycAGd98EYGZPA+cDjRO884HbQo//DjxgZubu3p6BSkjJFph7B6z4O3RPh1k/g0lXqjKmiHRISvBEosTe6jre3VIcDLncXMTyvDLqGoKiKOOyUvjytMGcEkroEjWHTiSc+gPbGz3PA04+3D7uXmdmZUA6UNguEUpgfzG8fg8sfgxi4uC060KVMZPDHZmIyGG16V95LZhj8DXgG0A9sBe4+pAhKiJyGCX7anhnSzHvbClm8ZYSVuwoo77B6RJrnJDVk6+eMZiTc9KZpKIoIlHNzK4GrgbIzs4OczRRorYKFj8Kb/wcqitgwmUw42ZVxhSRiNBmf/W1cI7BU+7+cGj/TwH3Aue2VUwikSyvZH+QzG0u4d0txazfvReArrExjB+QwjXTh3ByTjonDuxJ965K6EQ6sB3AgEbPs0Lbmtsnz8zigBSCYitNuPujwKMAubm5GsJ5PBoaYOU/Ye6PoXQbDJ0JZ98OfcaEOzIRkRZry78CjzrHwN3LG+3fA1DHJAI0NDjrd+9l8ZZi3tlczLtbiskvqwIgKT6OSYNSuWBifybnpDGufwoJXbQOnUgEeQcYZmY5BInc54DLDtnnWeBLwFvAxcCrmn/Xxra8CS/fEhRS6TMOvvAvGDIj3FGJiByztkzwWjLHADP7BvBdoCtw5tEOunbtWqZPn95KIYp0DG4xVPfoS3VSFlXJ/alO6k9DXDcAYmv2El+RR1p5HgkVeXTZX8iW+c4W4G9hjVpEPorQnLprgZcIpjA84e4rzex24F13fxZ4HPiDmW0AigmSQGkLe9bBKz+Ctc9Dcn+44DdwwiUQowtnIhKZwj6Oy90fBB40s8uAWwiuWH5I4/kF8fHx7RugSBtoiOlCdVJ/qpL6U5WcRU1iPzwmqGQZV1lE9+L1JJTnEV+RR1x1GSrALRJd3P154PlDtt3a6HEV8Jn2jqtT2bsHXvspLPk/6NIdzroVTrkGunQLd2QiIselLRO8lswxaOxp4DfNvXDo/ILXXnutlUIUaR+7y6tYsrUkGHK5pZhV+eU0OMTGGGMyk8kdmMbknFRyB6WRkaiLGCIHmNYXk9ZWsx/efhDe/BXU7ofcq+CM6yGxV7gjExFpFW2Z4B11joGZDXP39aGnHwfWIxLh6huctbsqWLK1mCVbS1iyrYTtxZUAJHSJYcKAnlw7Yygn5aQxMTtVSxaIiLSHhnpY9jS8eidU5MPIT8DM2yBjWLgjExFpVW32l2UL5xhca2YzgVqghGaGZ4p0dOVVtby3rZQlW0tYurWE97aVsK+mHoBeSfHkDkzlS6cO4sSBqYzNTKFrXEyYIxYR6WQ2vgov/xAKVkD/SXDx4zBwSrijEhFpE21666AFcwy+1ZbvL9La3J2tRfsP3plburWEtQUVuEOMwci+yVx0Yha5g1I5MTuVrNRuGmImIhIuu1bAnFth41zomQ0XPwFjLgJ9LotIFNPYMJEjqKqtZ8WOsiCh21rC0m2HSo3iAAAU0ElEQVQlFO6tAYLlCiYOTOW8cf2YNDCV8QN6ariliEhHUJ4P8+6C9/4ECclwzl0w+SsQpznOIhL99NeoSCO7K6pYGkrmlmwtYcWOcmrqGwDIyejBGcN7M2lgKpMGpjKsdyIxMboKLCLSYVRXwIJfwcIHwOvh1G/Aad+D7mnhjkxEpN0owZNOq6q2npX55by/vZT3tpXw3rZSdpQGxVC6xsUwPiuFK6cNYlJ2KicOTFV1SxGRjqq+DpY+GSx7sG9PMAzzrFshLSfckYmItDsleNIpuDvbiveHkrlS3tteyqr8MmrrHYD+PbsxIbsnV05VMRQRkYjhDuteCubZFa6F7FPh0qchKzfckYmIhI0SPIlK5VW1fLC9jPe2lQRJ3fZSivcFc+e6d43lhKwUvjxtMBOzezJxQE96JyeEOWIRETkm+e8FlTG3vAHpQ+GSP8HIj6uAioh0ekrwJOLVNzjrCio+NNRyw569eHBzjqG9EzlrZG8mZPdk4oBUhvdJJC5Wd+dERCJS6TaYewcs/yt0T4fzfg6TroDYLuGOTESkQ1CCJxFnd0UV74eGWb6/rZQP8koPrjuX2r0LEwb05JPjM5mY3ZMTsnqS0k2dvohIxKsshTd+AYseCe7STfsuTPs2JKSEOzIRkQ5FCZ50aBVVtSzfUcYHeWV8kFfKsu1lBwuhxMUYozOTuXhS1sG7cwPTu2vdORGRaFJXA+8+DvPvDpK88ZfCmTdDSla4IxMR6ZCU4EmHUVVbz+qd5XyQV8ayvFI+yCtjY6OhlgPSgkIoV0wZxMTsnoztn0JCl9jwBi0iIm3DHVb9G165DUo2Q84ZcM6d0O+EcEcmItKhKcGTsKhvcDbs3suyvFKWbQ+SuTW7yg9WtcxIjGd8VgqfPCGT8QNSOCGrJ2k9uoY5ahERaRfbF8PLt8D2RdB7NFz+dxg6UwVURERaQAmetDl3Z3txZeiuXDDMckV+GftD8+aS4uMYF6pqOT4rhfEDetIvJUFDLUVEOpuSLcEdu5XPQGIf+NSvYcLlEKPRGiIiLaUET1rd7ooqPtgemjMXmjtXsr8WCBYQH5OZzGdzB3BCVnBnbnBGD2JilMyJiHRaBwuoPAwWC2dcD1O+CfGJ4Y5MRCTiKMGT41K0t5rlO8pYsaOM5TvKWJ5XRn5ZFQAxBsP7JHHO6L6cMCCF8Vk9Gd4nSQuIi4hIoL4WlvwfzPsJVJbAhMvgzFsgOTPckYmIRCwleNJieyqqWZFfxoq8soNJ3YFkDiAnoweTBqVxVWiY5ZjMZLp31SkmIiKHcId1LwYLlReth0Gnwcfugn7jwx2ZiEjE01/f0qzdFVXBXbm88oPJ3K7y/yZzgzN6kDsojXH9UxjbP4Ux/ZNJTtB6cyIichQ7l8FLN8OWNyB9KHzuzzBilgqoiIi0EiV4QkF5FctDd+VW5gffC8qrgaC/HZzRg1MGpzH2QDKXmUySkjkRETkW5fnw6p3w/lPQLRVm3QO5V0Ks+hMRkdakBK8TcXcKyoM5c43nze2p+G8yN6RXIlOGZDC2fwrj+qcwOjOZxHidJiIi8hHV7IMF98PC+6GhDqZcC6ddB916hjsyEZGopL/co5S7k1dSycr8MlbmHxhmWU7h3iCZizEY2juR04ZlMDYzhXFZKYzul0wPJXMiItIaGuqDu3Wv3gl7d8GYC2HmbZA6KMyBiYhEN/01HwVq6xvYsHsvq/LLWZlfzsr8MlbtLKeiqg4IkrlhvZM4Y3gvxvVPZlxWCqP6qQCKiIi0kU2vwUu3QMFyyDoJPvt7yD453FGJiHQK+gs/wuyrrmPNriCRO5DQrS2ooKauAYCELjGM7JvMp8ZnMiYzGGI5sm8SCV20SKyIiLSxPWuDypjrX4Ke2XDxEzDmIhVQERFpR0rwOrDCvdWNErkyVuWXs7loH+7B66nduzAmM4UrpwxidGYyYzKTyclIJFaLhouISHvaVwiv/RTe/R107QFn3w6TvwpdEsIdmYhIp6MErwNwd7YX/3e+3KqdQUJ3oJIlQFZqN0b3S+b8Cf0Zk5nM6Mxk+qUkYLoqKiISMczsHuCTQA2wEbjS3Uub2W8LUAHUA3XuntuecbZYbRUs+g28cW9QTCX3Kph+A/TICHdkIiKdlhK8dlZTF5ovF0riVuaXszq/nIrqYL5cbIwxtFciU4dkMDqUyI3pl0JKd5WRFhGJAnOAG929zszuBm4Erj/MvjPcvbD9QjsG7rDiH/DKj6FsGwyfFdy16zU83JGJiHR6SvDaUOHealbvLGfNzgpW7wzuzG3cs5fa+mCMZbcusYzql8T5E4P5cmMykxneR/PlRESilbu/3Ojp28DF4YrlI9u2CF66CXa8C33HwfnPwuAzwh2ViIiEKMFrBbX1DWzas4/VO8uDr11BQndgfTmAPsnxjOqXzIyRvRnZN4kxmSnkZPTQfDkRkc7rKuAvh3nNgZfNzIFH3P3R9gvrMIo3wyu3wap/QWJfOP9BGH8pxOiipIhIR6IE7xgV76v5byIXujO3YfdeauqDKpZdY2MY1ieRM4b3YmTfJEb3S2Zkv2TSenQNc+QiItIezOwVoG8zL93s7v8O7XMzUAf86TCHmebuO8ysNzDHzNa4++uHeb+rgasBsrOzjzv+JipL4fV7YPGjEBMH02+EKf8bFFMREZEORwneYdTVN7CpcN+HErk1u8o/VPikd1JwV+604RmM7pfMqH7J5GT0oEtsTBgjFxGRcHL3mUd63cyuAD4BnOV+oC5yk2PsCH3fbWbPAJOBZhO80N29RwFyc3ObPd5HUl8L7z4Br82GyhKYcDmceQsk92u1txARkdanBA8o2VfD6l0fTuTWFew9uLZcl1hjaO8kpg79byI3sm8S6YnxYY5cREQiiZmdC/wAOMPd9x9mnx5AjLtXhB6fA9zebkG6w9rnYc6tULQBcs6Ac+6Efie0WwgiIvLRdboEr6C8ikWbi1nTaJjlrvKqg69nJMYzql8SV04ZxMh+SYzql8yQXom6KyciIq3hASCeYNglwNvu/jUzywR+6+7nAX2AZ0KvxwFPufuL7RJd/vvw8i2w5Q3IGA6X/RWGnaOFykVEIkinS/BeW7ub6/+xnC6xxpBeiUwZkn4wkRvZN5leSborJyIibcPdhx5mez5wXujxJmB8e8YFQH0d/OULULsPzvs5TLoCYrVEj4hIpOl0Cd7MUX14/ps9Gdo7ka5xuisnIiICQGwcXPJ7SBsMCSnhjkZERD6iTpfgpSfGa+6ciIhIczInhjsCERE5TrqFJSIiIiIiEiWU4ImIiIiIiEQJJXgiIiIiIiJRQgmeiIiIiIhIlGjTBM/MzjWztWa2wcxuaOb175rZKjP7wMzmmtnAtoxHREREREQkmrVZgmdmscCDwCxgNHCpmY0+ZLf3gFx3PwH4O/CztopHREREREQk2rXlHbzJwAZ33+TuNcDTwPmNd3D3ee6+P/T0bSCrDeMRERERERGJam2Z4PUHtjd6nhfadjhfBl5ow3hERERERESiWodY6NzMPg/kAmcc5vWrgasBsrOz2zEyERERERGRyNGWd/B2AAMaPc8KbfsQM5sJ3Ax8yt2rmzuQuz/q7rnunturV682CVZERERERCTSmbu3zYHN4oB1wFkEid07wGXuvrLRPhMJiquc6+7rW3jcPcDW4wwvAyg8zmNEI7VLU2qTptQmTalNmmqtNhno7rqy10LqI9uM2qQptUlTapPmqV2aao02OWz/2GYJHoCZnQf8EogFnnD3u8zsduBdd3/WzF4BxgE7Qz+yzd0/1WYB/Teud909t63fJ9KoXZpSmzSlNmlKbdKU2iRy6d+uKbVJU2qTptQmzVO7NNXWbdKmc/Dc/Xng+UO23dro8cy2fH8REREREZHOpE0XOhcREREREZH201kTvEfDHUAHpXZpSm3SlNqkKbVJU2qTyKV/u6bUJk2pTZpSmzRP7dJUm7ZJm87BExERERERkfbTWe/giYiIiIiIRJ2oSfDM7Akz221mKxptu83MdpjZ+6Gv8xq9dqOZbTCztWb2sUbbzw1t22BmN7T379GajqVNzOxsM1tiZstD389s9DOTQts3mNn9Zmbh+H1aw7GeJ6HXs81sr5ld12hbpzxPQq+dYGZvmdnK0HmRENoeNecJHPP/ny5m9mTo919tZjc2+pmoPldC2//XzNaEzomfNdoe9Z+zkUD9Y/PURzalPrIp9ZFNqX9sqsP1j+4eFV/A6cCJwIpG224Drmtm39HAMiAeyAE2EizlEBt6PBjoGtpndLh/t3Zqk4lAZujxWGBHo9cWA6cABrwAzAr379YebdLo9b8DfzuwTyc/T+KAD4DxoefpQGy0nScfoV0uA54OPe4ObAEGdZJzZQbwChAfet479L1TfM5Gwpf6x1ZpF/WRh/8Z9ZH/3d4p+kj1jy1uk7D1j1FzB8/dXweKW7j7+QQnW7W7bwY2AJNDXxvcfZO71wBPh/aNSMfSJu7+nrvnh56uBLqZWbyZ9QOS3f1tD87K3wMXtE3Ebe8YzxPM7AJgM0GbHNBpzxPgHOADd18W+tkid6+PtvMEjrldHOhhZnFAN6AGKKdznCtfB2a7e3Von92h7Z3iczYSqH9snvrIptRHNqU+sin1j011tP4xahK8I7jWzD4I3TpNDW3rD2xvtE9eaNvhtkeb5tqksU8DS0MnZH+Cdjig07SJmSUC1wM/PmTfznyeDAfczF4ys6Vm9oPQ9s5ynkDz7fJ3YB+wE9gG/Nzdi+kc58pw4DQzW2Rm883spND2zv45GwnUPzZPfWRT6iObUh/ZlPrHDwtb/xjtCd5vgCHABIIT6xfhDadDOGKbmNkY4G7gq+0fWtgcrk1uA+5z971hiiucDtcmccA04PLQ9wvN7KywRBgeh2uXyUA9kEkw3OJ7ZjY4LBG2vzggjWDo0feBv0by3JJORP1j89RHNqU+sin1kU2pf2wqbP1jXHu8Sbi4e8GBx2b2GPCf0NMdwIBGu2aFtnGE7VHhCG2CmWUBzwBfdPeNoc07CNrhgM7UJicDF4cmxfYEGsysClhC5z1P8oDX3b0w9NrzBGPO/0iUnydwxHa5DHjR3WuB3Wa2AMgluBIX1ecKwTnxz9Cwo8Vm1gBk0Ik/ZyOB+sfmqY9sSn1kU+ojm1L/2Kyw9Y9RfQcvNOb5gAuBA5VtngU+Fxo/nwMMI5j8+g4wzMxyzKwr8LnQvlHjcG1iZj2B54Ab3H3BgR3cfSdQbmanhK46fBH4dzuG3OYO1ybufpq7D3L3QcAvgZ+4+wN04vMEeAkYZ2bdQ+PpzwBWdYbzBI7YLtuAM0P79CC4WreGTnCuAP8imEiOmQ0nmBheSCf+nI0E6h+bpz6yKfWRTamPbEr9Y7PC1z9+lMosHfEL+DPBLeFagoz5y8AfgOUEFY2eBfo12v9mgko1a2lUyQg4D1gXeu3mcP9e7dUmwC0EY6Tfb/R1oNpPLsF/1I3AA4CF+3drr/Ok0c/dRqPqUJ31PAnt/3mCCfUrgJ812h4158mxtguQSFBFbiWwCvh+JzpXuhJcnV4BLAXObLR/1H/ORsLXR/g/3in+3Y7x/7j6SPWR6iM/Qpug/jEs/aOFDiYiIiIiIiIRLqqHaIqIiIiIiHQmSvBERERERESihBI8ERERERGRKKEET0REREREJEoowRMREREREYkSSvCk0zKz+8zs242ev2Rmv230/Bdm9t1WfL//M7OLW+t4jY57U6PHg8xsxZH2b7Tvt83si60Uw8/N7MzWOJaIiISf+kj1kRK5lOBJZ7YAmAJgZjFABjCm0etTgIVhiOtY3XT0XT4stADrVcBTrRTDr4EbWulYIiISfuoj1UdKhFKCJ53ZQuDU0OMxBAtRVphZqpnFA6OApWZ2q5m9Y2YrzOxRC4w0s8UHDhS6Krg89HiSmc03syWhK579Dn3jw+1jZq+Z2d1mttjM1pnZaaHt3c3sr2a2ysyeMbNFZpZrZrOBbmb2vpn9KXT4WDN7zMxWmtnLZtatmd/9TGCpu9cd5X2vMLN/mdkcM9tiZtea2XfN7D0ze9vM0gDcfSuQbmZ9j/PfREREOgb1keojJUIpwZNOy93zgTozyya4EvkWsIigQ8sFlrt7DfCAu5/k7mOBbsAn3H0N0NXMckKHuwT4i5l1IbhSd7G7TwKeAO5q/L4t2CfO3ScD3wZ+FNp2DVDi7qOBHwKTQr/DDUClu09w98tD+w4DHnT3MUAp8Olmfv2pwJJDtjX3vgBjgYuAk0Jx7nf3iaH2ajx8ZWnouCIiEuHUR6qPlMgVF+4ARMJsIUHHNQW4F+gfelxGMDwFYIaZ/QDoDqQBK4H/B/yVoNOaHfp+CTCC4MN+jpkBxAI7D3nPo+3zz9D3JcCg0ONpwK8A3H2FmX1whN9ps7u/38wxGusHrD5kW3PvCzDP3SsIrtyWEfzuAMuBExrttxvIPEJcIiISWdRHHvl9QX2kdEBK8KSzOzDHYBzB8JPtwPeAcuB3ZpYAPATkuvt2M7sNSAj97F+Av5nZPwF39/VmNg5Y6e6ncnh2lH2qQ9/r+Wj/R6sbPa4nuKJ6qEr++3sc7X0bH6+h0fOGQ/ZLCB1XRESig/rIo7+v+kjpcDREUzq7hcAngGJ3r3f3YqAnwRCUhfz3A77QzBKBgxW+3H0jwQf9Dwk6MoC1QC8zOxWCoSZm1nhSekv3OdQC4LOh/UcTdLYH1IaGtByL1cDQY/yZoxlO8AeAiIhEB/WRrUd9pLQbJXjS2S0nqAz29iHbyty90N1LgccIPpRfAt455Of/AnyeYCgKofkIFwN3m9ky4H1CVcgOaMk+zXiIoMNbBdxJMASmLPTao8AHjSaQt8QLwOnHsP8RhTrPocC7rXVMEREJO/WRrUB9pLQ3c/dwxyAiR2FmsUAXd68ysyHAK8CIUEf4UY/5DPADd1/fCvFdCJzo7j883mOJiIgcC/WRIh+mOXgikaE7MC90FdCAa46n4wq5gWAi+XF3XgSfJb9oheOIiIgcK/WRIo3oDp6IiIiIiEiU0Bw8ERERERGRKKEET0REREREJEoowRMREREREYkSSvBERERERESihBI8ERERERGRKKEET0REREREJEr8fyZpzPn23ioVAAAAAElFTkSuQmCC\n", + "image/png": 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", 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" ] @@ -164,13 +164,6 @@ "pltAttr('Wavelength (nm)', 'Phase (rad)', '30/70 Splitter')" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If you'd like this tutorial as a jupyter notebook, it can be found on github, [here](https://github.com/contagon/SiPANN/blob/master/examples/Tutorials/PreMadeCouplers.ipynb)" - ] - }, { "cell_type": "code", "execution_count": null, diff --git a/docs/source/tutorials/PreMadeCouplers_files/PreMadeCouplers_11_0.png b/docs/tutorials/PreMadeCouplers_files/PreMadeCouplers_11_0.png similarity index 100% rename from docs/source/tutorials/PreMadeCouplers_files/PreMadeCouplers_11_0.png rename to docs/tutorials/PreMadeCouplers_files/PreMadeCouplers_11_0.png diff --git a/docs/source/tutorials/PreMadeCouplers_files/PreMadeCouplers_6_0.png b/docs/tutorials/PreMadeCouplers_files/PreMadeCouplers_6_0.png similarity index 100% rename from docs/source/tutorials/PreMadeCouplers_files/PreMadeCouplers_6_0.png rename to docs/tutorials/PreMadeCouplers_files/PreMadeCouplers_6_0.png diff --git a/docs/source/tutorials/PreMadeCouplers_files/crossover.png b/docs/tutorials/PreMadeCouplers_files/crossover.png similarity index 100% rename from docs/source/tutorials/PreMadeCouplers_files/crossover.png rename to docs/tutorials/PreMadeCouplers_files/crossover.png diff --git a/docs/source/tutorials/PreMadeCouplers_files/splitter.png b/docs/tutorials/PreMadeCouplers_files/splitter.png similarity index 100% rename from docs/source/tutorials/PreMadeCouplers_files/splitter.png rename to docs/tutorials/PreMadeCouplers_files/splitter.png diff --git a/examples/Tutorials/Simphony.ipynb b/docs/tutorials/Simphony.ipynb similarity index 99% rename from examples/Tutorials/Simphony.ipynb rename to docs/tutorials/Simphony.ipynb index b4a0bd8..eb56791 100644 --- a/examples/Tutorials/Simphony.ipynb +++ b/docs/tutorials/Simphony.ipynb @@ -137,7 +137,7 @@ }, { "data": { - "image/png": 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\n", 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", 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\n", + "image/png": 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bLDjMVmw2Bw5HDM64eLLSsslJzyHW6cTmjCU+PYXkzFTsSYkoq/Xo2RXyIZ5qwg01+Gtr8bt8BDwhQv4w4WCQuvoGyurrKW9wUeVy4fb78PsC+Px+gv4goWCQcCiMaAIISjRMaIBgUoBJYbGZsNusOOx2Yu0OnDGxJDoTyc7sQFZWLjEJCcQnxZOQkkByTha29DSU6RfEGaJtpdXuxV9Thbfei6/RT9DrJ+wP4feHKKmqY09tLXUeD/U+Nw0eDx63j3AwrH/CESKRCJFwCE2LoES3R6FHQExKw0QElGC2KBw2Cw6blVhHDLGOGOJinGSn5dAuO4+E1HScyQkkpiSSnJNBfIcczLGxP88ubw2R6iJc5fX4GtwEXF787gBBv+DxBiisqqCsvoFqt5s6tweX1xdtpxChUIhwKEwoFEJEAwEQ0DQUml4/AmiYFFhNYDUJVrPCatKwW0xYbXbinHEkxSeRkpRGVlo22ek5xKYkEZeZTlK7DNJys7Gkph75PUcEPFUEK/bgKSvDU+fF2xgk6AsS8oepb/RRVFNHSV0dFY31uHw+PP4APq+fQCBIKBhG0zT9GtMiiBbRt7UImmiYlMKkFGbAhIYJUErDpAQTGnazhsOicFgtOKw2Ymw2kuITyUjNIiczl7S0bOwJcSRmp5PeKZeUvJwjt89TQ7BiF659lXiq6/E0BAh4NUJBDbcnQEFZOXvrG6h0NVLvceENBAj4gwQDQYKhEOFQSLdFNETTkOhfTTREBBENpRRmpTABFiWYALMSTEowE8ashBiLEGOzEmuzEWtzkBQbT1ZKBjnZHUlJb4czNYn49BTSunQkvUcXzImJh7cr4CZSsZ26on24q134Gvx4XSGCAcHnj1BYWUVhTRXVjW7qPI24/L7m+0UwFCQUChGJRNBEmu3SRAPRmu3V7yEKEyZMCkwKzEj0+hPMaJhVBLtJiDFDrNVCjNVKrM1OWkIyWamZ5GZ3Ij45jZjkRFI65pDZPY/EznmYExIOblckTKSiANeeEur31uBt8OPzRPD7NPw+jZK6OnZWVVJaX0eD10Oj14PH5yMcbatwOEQ4EiYcCRHRItE20q+zpvZq+t7016QUZmXCohRmBRaF/hcNi4pgJozTooi12XBabTjtDjLjE+mQnkNOdmfsSUk405JIzWtPuz49iO3UEZPdfmTX3gngRDrIR4xS6kb0NAxyc3NPsDZRAm6oKiBSuZP64lLqqoJ4GiK4PSY8Phu1nhDbyisoaainsrGBGncdHr8bf8CPP+jFH/QRigT1G2SLG4kJsJpMWE0m7EphI4JTaaSYzSTarMTb7aTGxNIhKYUO6TnEZeZizcwgqUM7Mvt0J3twPyzx8T/fLncl7F2Fp2Q3VcUNNNSEqHc58Pgd+II2dlY1sLO6mrL6Cqoaymn0NeDxN+D2N+ALuAlFgkS08BEdyqxMxJotOJUiTgmpFgtZVivpdhuZsU66JqfSLr0DkpGNLacdKV07kTdiCAk9uv5057KuCCleQV1hERV7vNTWWWn0xOAKJuIKOthRVUlhxS4qG/ZS3VhKrbsSj78Rb8B1xPYcChPgNJlINVvIslrItljpbLfRJSGBzinZWJPTibTLIb5HN3KHDiBr5MmYHI4jtKsYKVxAZcEeyvcEqa23U+tLxRNJojHoZEfFTnZXbKG8rpjyuj00eGtw++qiN/WjS6LJRLrFQmebnS52G30dDvonJKOlZhPKzMbeuTN5Y0eQPerkQ9/0m2jYhxQuoCK/gNISjcr6eBoCKTREsvFH7BSWb6SwbCMl1TuoaiylurGUUDhw1G1qiQVIs1joYrPTw25nYEwMw+LikfhkfBntsPboSd6pw8k+/TTMcc6DVxJwIQWzqN64iT2FISrqEqkLZtMQyUITEyXVe9hSsoriym3sqymk3lN1xG1lNlkwmfTrQlo4JSKC6B7mj5JiNtPFZqOfI4bhzliGxzoJxMTjyczB3q8/nc8cQ/rYMSibrfWOmgZFi2lct5DCrT7KalKoCnTAraUBJmpdPtbtXkxhWT4l1Tupd1cdVieTMmM1W7GYrZhNLa91pX9a+HuaFiEcCekfLXRE9g2JjeW0uDj6OmLwOpx4s3NxDh5Mt0lnETd0SGuHsq4I/+rP2LWukj1lSVQGO+KKZAJO/EHFxuINbCxeRknVDqoa9x3y2HaLQ7fJZEYpE2ZlxmQyYzKZMCkzSilEBE0EDf2vvh1pdspC4QD+kC/qvBxIqtlM/2jbTYxPoNZiwedw4unUneyxI+l4xSVYMzP1wuEA2qZ/s2fpOgp3Oyn35lIfaQfEIOKgsGwja3ctZPu+tVQ27D1oP7SYrNgtNuwWG1azDbMyYVImlFIok26Tvq1/tKg9+l+IRG3THTSNUCREIOQlEPId1L52FgtDYmM5Oz6B0U4ndUrhcSYSGTCYLpPOIfWcs/S+WVVA/cLpbNsQoKiuE3XhDmg4AScuXz3LC2aysXgZe6q2E4607jNmZcZusWEz27BZbNjNtmibKZQyYTKZmr9bzBZMygxKoYmGJkI4apvehujtp2lENAiE/bp9QS+RNufTDPSw2xntjOOSpESw2qgAGjLakzh6FJ2u/RWOzh0Jr5vB9gWb2bk3k9JAdyLYgWxEhK17V7Os4BsK9q3H63e1aSsLTlsMNpMNq9mC1WzFarJgMVuwmcwok35tKQVKmdC/mFDof0EhCBFNIyJCRISgJkQkQkQLN1+H/qAbX6CWUJvnZqzJxNCYGC5MTGR8XDwlShE2W/B3603Hyy4kbfxQTJldDn7xnCCUPjo4RpUrlQd8LSJ9DyJ7HVggIh9GtwuAsSJy2AjykCFDZPXq1cdA2yOgegds+Ii6LfnsLE6mODCIqlBnNKxoWoRt+9aSX7SIrfvWUNNQ0bybQpHgiCPBGkOsxUGs1U6MxY7FYgWzBWW2gMmMyWQlgpmQpghrGqFIUO9wIQ9uXw0uXx3egK/VY6WTw8aYGCdnxycwICYGgLq0dqjhI+k9+SISBw/8cbtqd8G696leu5JtZV0pCgyhIdIO0B8+O0qXsWznLLbuycfjczfvlhwbT5rVSZLFTqLVjtNqx2y1YrLZsFitmG1WTFYrosxEx9Do8R87gbAFfyiCP+QjEPLiCzbS6Culzl1Fo9dHU7eMtZgYGR/PJc54RsU6UUrht8fgOWkEva++jOSxow8dHfFUw5p3qF0xl41l/Sj0D8enJQNgVmFKalYyd8u3rNu+hlAoCIDNbiMrNp72ZicpFhuJZguxNhuWWAcqxo5yOLA4HFhsViw2C5gsaMqMaEoPrkcgHLHiD5rxBs34ghH8IS++YAP1/hJq3Hupa6zH49VvHjazYnBKAlfEp3KGxYpSipDZgrv/EHpOuZ7kUw9iXyQEGz7CtfhD8ou7ss13Gn7RoygOawBPcDufr/2cH/KXEQrqdjkTYsmNTSBPs5NhMpNqtWKJcUC8E1O8E0tCPLEJ8dhiHZhtdkxWKyaLRXe6RIvOAITw+TX8vjBen8IXcOINWnH7G3D7a2iM7KXaX0RlRRX19Xobmk2KwRlJXJWSw1hNsEqEiMmMd+gIet95C3GD2vTPklWE5v2FDZsS2Ow9E7eWDkBCrBu7w8Unq2cwc/lcPC43KIhLjyfXEUfvkJX2ykKSyYSKj8WSmowlLRVzahoxycnEJaUQl5JMbFw8Npse/TBpGhFNCIdCSMCH3+PFVeejvs5LQ0OIBncM7mAsvoAXl7+cOlVMpX8XZfvKqalwo0X0iOWI3EyuTenMIG8jdi1M2GyFM86mx+/vwNY+R7fLW4ss/Cs7F29hdeOF1Ib1gX5SnJuU5DBLi37g9a/ep6qiUm+vrDhyk5Pp71Z0D0O6WRGJdxLJycHZrh1x7drjzM4hKSudxNR0ElLTiU1KxGZ3YLMoLESQoJ+I143f1Yiv3o23rp7aykoqKxupKPdT3WChwZeEL+jBFdlDtaOY8vpd7N1dSvW+BrSI4IyxMLFnVy52dKBbfRl2LUwgNo7UG24g57e/xmSzwbZvqf/yBZbsO4PiwBAAEp0eMjLCeEyN/OnjF1m7dj0IONJjyMrLpF+DYrgrQIbZjEpMROvYCWfHTsTndSKxfXtSs9uRmJGOMyUZmzMGe4wdi1WP54gIWihIxOslEvARcrnw11Tjq6nHVV1LVWk1FRVByuviqPbG4PLVEEwop8K5m127drBvZwk1exoQgfZZ8VzfZzgDfWa61e7BIhqBjl3o9sQjOPt0ITLrEVb/EGG99zzCEkNcjJfMzAgpWTbeXjiDadM/IOgNYE20kdEzky7EM7bMTScRnM54gnldcHTvRXKXbqR27Ehi+3bEpiYRl5yAIy4W02EG+looRMjjJtTQQLCuCm9VDa7KehpKq9lbFmZPXQqugBl/pAx/pxr2+HawfeNWircU4arwYjIrRg/szuT2w2lfuodOjWVoShFz4UXkXT6M8q/fYGHZxdSGc7FZguRk+0lvH0tVuIZbn32Qom1FmGwmMvplkJXVnhFFHoY3eki02oh06Y6jVz8SevQhqVMHknMyicvKwJmShNlyZMEL0TQ0v4+QqwFfVSXu0grcFdXU7atnb6mJElc2vlAAc0YZjR2r2LpzC5vWbGBPfgkhT5jUdCe/HTeJbo1mupcWkOpvJJyWQe6kTqwvTWez7ywA2mV4yMq1kZKbyktfT+O1198gEowQ3ymeLoN7kNFg56Jd5eSJoLJyUAOGEd+7Nwldu5DcIYuU9lnYEhN+1symFggQbKzDX1GOa28pDaWVVBa5KKlOoy6YDOYK7MPDFLm2s2b9Wjau3EDlliqUSTH+1CFcmHc6CYVb6V+5A6sWITygG+tSJ+PSMkiKc5PbyUx6XjIeh8al91zL7g27sCRY6Dq8Kxm5PRiyvoyza6qJiXES6D8Ux6DBpPTqTlLXPJKzM7D/TLua7QuFCNVX4ykro7G4hNriCvYVhdnr7kooEiR7cID6drWs3bKWlatWsXnRJgI1ATI7JnPHhbcRt6+Orrs3kuuuoqzTGIbfOIi4C2782fr8XJRSa0RkyAG/n0AH+VzgNmACcDLwkogM+7E6T4iDXLEZ5j1BzebNLHVfx57AIEDIyBSyu8SzfPcKnn3raSpKyjA5TCT1TWJwbAZnl4boHxHiYuOo6T4QS78BpPTrrUd6O7fHZrcd/HiREOGavbiKCqkt2EXNnmrKKmIpDfYipJnQ4ipxtd/LppK1LF+8nJL8EiQkZOQ4mTx0BMPrnfSq0C+oxq696fPnx4jr3+/A4wTcMOdhGld8w+LGGygKDMVk0sjtbKVd72yK6ndy1+O3Ury9CHO8mYzBGQzO6ML5WxsYGggQdCZS3W8YCcOGkj1sELl9u2GLjTmyc6pFCJdtp25LPhVbiyktClHkG0hIYkjrYME+yM2SzfNZsGgB+QvyCblDJOU6+c1Z59Or3EHf3euJD/nwdu5Onxf+iqNH9/11i8DafxL87k/8UH0xW3xnYjYLeT1iyB2Ui0oIccPdV7Fs/jLMTjM5I3IY0uckzlhVw5iqCjyOOGqHjiZpzGi6nzqMpNycn3UTEU8Nnm1rqFiXT9E2D7s9gwhIHF0GJJF7upM5K7/js68+Y8XsFQTqAqT3SeHOi28mZWs9/QtWkBxwExw0lN4v/AVrVpZeadV2ZMYNbNyVwzL3dUSw0rl3LJ2G5dGuexKPPPMgf3v2b2CG7JHZnHbGWfTZGOa8dWsImy1UDRlN+jln0v30UcSmpvxkm1oR8hMoXEHp0pXs2uxhh2c4YrIw7PyudBudwsezPuajzz5i0ReLCHvD9JrQi7vOvg//gtUM3b6cxKAH60WX0uXxh1FmE8x9lMqF3/Bdw4O4wqnkdrXRY3QXOvROZdWG5Uy8cCKuahepQ1I599KJ5EZ6cebHn5Hmb6Ssz1BSL5xEz3NOw/5L7WoiHCC4czklC5awbZuFIv9Q4hMV59w2BGe6mQ++/YA3332TVd+sQtkU1z46hdHxZ+Ce+S2jdy7HbLGQ+9enSRzYnsh7v2Lu3kvZ6R9Jarqi/5nd6Ng/HYsDzr3sXOZ9OQ9HBwdnXHkGE8Zfj+m5zxi9ezV16TnEXHElvS47D0d62tGxq4V93vy57J6zmA17enlILYwAACAASURBVFEX6UDfURmMmdwHt8/Nyx+/zCtTX6FkXQmpfVN59dXPKV2wk+Q5XzG0Yiv07E23a7pQsnINsxruw2w1M/D0XHqOyiU+xcHMOTOZNGkSES1C/4v7c89N97FtcYTzP3wehxbGO/Fi+t54NXFdOh9du6KIt5b6H75k87ztbKofgz3WygX3DSc5y0lxeTFPvPIE7099n0BjgClP38z5o+5m1T8/YfSKr8ny1ZE2xsEP9l9TGuxN1/5xDDq3J+m58WiaxtjzxrJk5hJSBqZwx713MLT/ZLbf92fO3LWMhu596XjX7WSNGXHs0qgArXIne774kJX5mVSFu3LyxFyGTOwKwMylM3ngTw+wYeYGMvtnMvfrlSxcVIjnXx8ycddiGnJ7s77TFOISzQy/uDedB2VitppYsWYFY8aOISIRzrr5LP5613O8PWMXk97+PxIifuw33Ei331yDOS7umNmlGxfBs24W+Z8uYV3tONKzzEy6fzQ2hwWP38MTbzzBi4+/SMgd4tWPX6Vvrwv44vXpXLnoH2zuNIW6lF70G5XKkPN7EZugP2evu/M6/vm3f5JxUgZ//etfGdJjEv+473mmrJ6Ot0cfejz+MHEDBxxbu6JIYwXF099i0bpO+Ehl0j0nk9VZD3Ks3LqSa267hoL5BYy6YhRfvjmPTz+fyZDPX2J5yu+xKz/j7xhNh9566kxtXS3dBnejrrSOC+68gNcfep1piypo//SDDKjeScxvbyJvyg2YnIeY1TrqxgmedbNZ/MF6Cj1DGX5OBidN0l1Af8jPPc/fw2uPv0ZMYgzb87dTv3Ym5Z9vZSsT6DPGxtjJo46Pni04lIMcnYY7+h/gQ/R84hB6fvENwE3ATVG5Al4GCoGNwJAjqfekk06S485nN8n6+6+XV26aI2/evUBWfbNb3PV+8Xg8MvGCiQKII9chpz1wmry3cLp8Mv4i2dKjp8wdf56s+dcXEg4Ef7kO7irxz31B1j9wvbx9ywyZOmWurJ65WzRNk7r6OrnrT3dJbGqsoJAhvx4i365cLy/c/H+yeMAw2dSzt+x5/c3W9dWXiLx0kuy5f5S8cdt38vrt38uqb3eLz63r+vyLz4syKbGmWWXUvaPku+3z5dUbH5ZNPXrJ4uFjZd17MyQSPAp2NRHwSHDRy7Lx/qvkzZu/kNdumye7N1SJiIjf75eHnn9IHEkOURYllz55qSwr2CtP3faMLOk/VPL79JPa2XP0ejRN5LsHxftwe/nwro9k6k3zZPEn28XrCoiIyLZt2yQpPUmUTUmv63rJ7B2z5f0P5sqS/kNlbd8Bsvq5VyXs9R49u5rtc0twzjOy6ve/lVemzJb3/rhY3PV+ERHx+Xxy++O3i8lmEmuyVd5e+Lb8sHWfPH7dI7K6zwDZMHyUBIqKRCq2iDzTSX64716ZOmWefPX3ddJQ7Y2arclFV1wkgKSNSpO3l70tW0tr5R/nXC1bevSUH264TQLVNUffriY8NeL54FaZefsTMnXKPFk8fXuzqK6+Ts6YfIYAkj0iWyrdVTJjcYH85bwpsqVHT9l+482ifX2fVD3YT16/9Tt55/7Fsm97XfP+K1asEKvDKrZMm9z89s3iCrjkzy98Jqv7DJAVp5wq1SvXHDu7mqjYKmVPXyjv3PKxvHHnfKkr9zSLVm9aLRndMgQzct/b94nLH5LH3pgrM045Szb37CWNt3WTmff8VaZOmSerZ+6WSEQTEb3Nzr7wbAGk99W9pbC2UDbtq5e/n3WNbOnRU7Y+9Zxo4fCxt03TJLz8LVly9+0ydco8WfLJ9hYiTR7926OizEpSB6ZKrbdWNu6tl1umPCv5vXvL+vFj5JWb5sj0P69o7s8iIgUFBWJxWMSeY5dX5r8imqbJI2/MkxV9B8maUaeJf9euY29XE54aqXrxCnnr5k/lnXu/F79n/32rtLJU2vVrJ5iRv33+NwmFI/LE9BWSP7aPfHLB0zJ1ylzZtrysVXU33nWjADL414Olzlcnu6vc8ofL/yBbevSUXU8+LVokcvxsE5Hw6n/J7DselqlT9t8zm7jvufsEkP6T+ouIyLYNy6X4twPk1Ru+lvenfNLqXLjdbknKThJrilWmLZomIiIvzdoq/x42XjYMGiK+bduOm037laqWXU9eLS9PmSPzp21oJdq8a7M4s51iS7ZJSVWJBBc+L8vv/I1MnTJP5px5kwRLS5vLfvLVJwJI3ul50uhvFF8wLFfc/77k9+oj26/9tWhH81n2E3B//ZS8e8sH8u69cyQc3N9vIpGIDL9kuADywr9ekPDbk+S9W9+Xv/3mS1nXb5jUfvhhc9nTLz9dMCH3v3W/iIgsK6yWuy+6R7b06Cm1M2Ycd5ua0Eo3yaw7n5CXb5oj1XtdrWSvfvGqoJCRF58sZY+eJlOnzJP7H5wnOypch6jt2AKsloP5sQf78T/5cyIc5GXT82XqlHnyzSsbxOfSL6RgMCijTh0lKCT3ilz5Zuc3UlBUKV+dcobk9+wtq/72D9E07egrU18igVfPlll3Pt78wG0W1dfLyAkj9Rvi9f2l0d8ony7cKm+Nu1S29Ogp+96aphf0N4q8dJKUPzpaXrttnvzr8eVSX7n/gf/WW28JIPGD4mXqsqkSCIXkxVv/JFt69JTF194kYY9HjhnVO8X1zEj5+Hdvyau3zpeywvpmUVl5meT1yxPMyC1v3iKRiCavfrZCPht+hmzs3Vc8a9eKrHpLIo8kyYz7P5FXb/teijdVtzo/We2zxJxgliv+cYV4Q175ZskW+X7gKbJyyCnSsG37wTQ6uuyYI/v+OFJeu/k7mf7USomE998Ul65cKrY4mzhyHLJ271rxBsJy158/kWX9BsumM8+WyAtDpeDhX8nUKfNkwQfbRIvs719/efYvAkjuJbmyvXa7eANh+b/rH5EtPXrKtr+8cOztEhHRNNG+ulsW3nW3TJ0yT3asrmglvu2PtwkgI24eIZqmyca99XLf5ffLlh49pfzSXHnv7i9l2n2LxVXra97H6/VKek66WNOs8tScp0REZPqSnTJn8ChZM3y0BMtbH+OY0lguDX8eLm/c8qVM/3PrtquprZHkDsliSbLI0sKlommaPDZ9lawb1k++H3+NTJ0yT9Z8V9Squg8//lAA6fqrrlLjq5FAKCJ33PF32dKjp+x++q/Hz64o2sJnZcGdv5epU+a1uu5ERP74lz8KIOfee66IiBTt3iHl17WXaVe+K2/dNqv5viiiO9V9hvYRU6xJnp/7vIiIzN9aIdPGXCj5/QZKYPfu42ZTM65KKX/8NHl5yhxZ9FFBK1FFVYXEpMVIXOc4afQ3irb6HSm+d6RMnTJPvr3kUdECgeay27ZtE2VSknVqltT6akVE5Paps2Vt7/6y/YYbj809/wgIf/l7+det0+Td+xe06pciIuMnjxcU8sH3H4h8cLnMvOtJeenGWbK2/yniXrasudydD90pgNzyj1tERKS8wSdTrnxMtvToKfXffntc7WlFyWpZctfvZOqUuVJT6m4l+ui7jwSQs6ecKd4/9ZbXbv5OHrj1G8nv3VdKH31URPT+mNMzR2zpNtlasVVERKYt2SVvjL1ENg0eIqHa2uNt0X7CISn+8xUydco82bRwbyuRy+MSR5pDUnsky7b7zpOpU+bJXc8vlRmjJkjB6DGiBYNSXFIsyqykx8QezX3vqlcWyYr+Q2T3r39zIixqhe+rx+W1m76Wuf9YdYBs4HkDRVmVvPObP8qbd82XgPfEDFJEDAf5F7FjdYUs/LCgOfIjInLX3XcJIJ1u7CSbqjeJJxCSt867Xjb16CU7P/v62CrkaxDt5REy+54nZeqUebJv+/4LPBKJyGkTTxMUct1r14mIyPebS+WtsRfLpl69xZu/UeTfv5PQoxny3v3z5J0HloinYf8DYNeuXWKPsYuzt1NeX/u6iIi89+F8Wd+rryy7/NrjE9GqLBDvY13ln7d/Ie8/skxCwf3HrKur06Mc6VZZULhARESemb5Cvh94imw89TSJPJYta/6sDx4KVrSO/Nxw4w2CQsb+Zaz4w36pcQfk5QnXSX6vPtKwdv2xt6uJpVNl+30TZOqUebJuTnEr0fQvpgsgPa/oKeFIWBp9Qfnt76bqA5yLOsubd86VGc+savUQrKioEJvDJvED4mVxyWIREXnt0xWyrldfWX/Vr4/vQzsUkPDLo2T6HdPk7XsXSyiwv+00TZOBpw4Uk8MkM9bqkY0ZK3fLlvE95bszbpWpU+ZJUYsBjYjIo48/KoCc9cxZomma+IJheeyKe2VLj57SuHjJ8bOria1fS8F95x60f81fMl8AGXjVQBERCRatFPftGfLGtTPkX7f/u9WAJhwOS3pOujg6OGTe7nkiIvLRiiL57qQxsmHcma2csuNGJCzBv42Qt279t/z7xbWtRJqmSd6APLEmW2V37W6RWQ/J9j+cLVOnzJP5p98gkRazLvO/j56HKQMlHNHb/6ZHPtAHQq++djwtas2yV2TenQ/Iq7fOa55RauKxFx8TQB548wGRvw+Vf//+VXnuxpmyqWdfqf9q//380usvFWVV8uYP+ozcjgqXPHj+72Rzz176LM+JwlUphffr7VG4trKVqLSiVExWk/Q9t6e4H8qTl2+aK/c9OE9WDBgie26+WUT0/hiXFicJfROkIdAgIiLPzdomXw0bJ1snTDxhjn8T3jculVemzGo1M9VEh8EdxJ5ul1W/v0ymTpknL87YJM+feY1s6TdAIh6PrFyzUgAZf+d4EdH78oVPfikbe/aWimefPd6mHIC2/B/y4a1vyow/LTpANvneyQLIc9c8Ku8//IOs2FUtl1/ztGzp0VNcixbLTQ/eJIC8t/A9EREprvbIlVc9qctPxP2xLTWFMv/O++S1W+a0eo6LiMxYMEMA+dWYO2TxJ8chOHUYDuUgG/9q+gjoelIGY67ojsmk56Fu3ryZF198keSxyfz9D3+nT2ofPn77a07ZvozAJZPpcuG5x1YhRwLqotcZGzeV+BgvCz4oQIvob8SaTCb+/a9/k5iWyEdPfcSK0hWM7Z1N/e0P0GCNZddDDyJr3iU/9f9oqINx1+zP0QK45957CEuYCfdP4LcDf0uVK4D2+lQiNjtDXn7umObUNZPenZjTb2Ns7PPUV3jZvKi0WZSUlMSH//yQUFWI2/50G5po3HXRED4ZezXm8jKqtjtYVzWG3D6pdB+W1bzfnj17mPbWNFLGp/D36/+O3Wzno08XMaZwBZaLLiVh0PHJPQPg5Jvo2qGaDnE7WPNdMeFgpFl06aRLGXn2SLb/ezufb/yceIeVyVPOw9YhzEb3Ofh9ipGXdMNk3n/pPvXMUwQDQSbeOZFR7Ufh8oeoef99bFqEXk88fHyXzbPYMI//IyNi/4G3Mci25eXNIqUU7778Lppf47FnHwPgooStdOpfxZ6ccWTEuujYJ7W5fCgU4sWXXiSufxzPXP8MSilmLN/NuK0LCQ0eRvyokcfPriZ6TKBbbh3Jjio2zN/bSnTayNMYcOoANn21ic2Vm7Gum8Ze58kEHMnkbPwEib4ICjBz5kyq9lUx9KqhnNbxNACWfjKLXHclub+75cBVIo4HJjPWETfQz/EVJVvraKzZv5KAUopH7n+EUF2IJ6c9CfnT2Wa6HD9BMkuW0jhrVnPZ5159DlOMiYdufwizyUxBuYvcVQvQLFbSJv/q+NvVxMDJ9I+fSyQMu9ZVtRL9YcofsDqtfPDuu3gqKihxdaMhN47a2Hjqv/gC0PvjVzO+ImVICpOHTQbgszUlnFGyBtvJw7F17HjcTWomLp28/qnEmBvYuaailSg7I5sB4wawddEONvhPQUTRf2wus9ufhGvhIiJuD0uXL8Vd7WbcxeNIsCUgIiz7YSNdGkpJv/Ti43sPOQgxg8+jo301hav3NaVwNnPV1VcRqArw1b7OpLRzcvG4TixsPwiCATzLljH1n1PBBHf++k4A9tR6ychfiVk0EiaedyLMaYXqdS5dHMsoLwniaWi9Es+9N/wegMUFpXQenMnQvBT2du1P0ObANWcOs2fPJiY3hktHXgrAwh1VDK7cDk4nzuEnH3dbDiClM3mZVYQjJsp3NbYSXTh0HM6kWLbsWUOXgeknSMHDYzjIP4OHH3kYk8PEGVPOYEKnCdR5gsR8OA13fDIDH7z7+CiR1RfrSZcyMuZV6sq9FLa44cfHx/PcX57DX+znkbcfAeCWiQP5fOBETAU7cFUlsaGkF+17JtOh5/4XmoqLi/ni8y9IHpfMo+c8ilKKL79YzNCyLcRNvhJLauoBahwzht1IbtIe2iWVs37enujatTpnn3E2fYf1peCrApbuXYrVbGLCVWdgTw+xsX4Cfq/GkAl5rap7aepLaJrGudefS9+0vvhDEYKffoKYzXS767bjZxeAyYw65WZOsv4TvztE4drKVuLnHn8Ozafx7BvPAnCqtorsnnXszRpNRmKg+WUO0B/ab097m4STErhvwn0AzFy3l3E7f0AbOQZbXt5xM6uZbmfQLrWBlNgati1rvShNvz796H1ybwrmFFBQW4DKn85e53CC9iTSt37b6uE3a9YsGmoaGDRpEAPS9QFM/tfzSPM30unXVx9Xk5pRCjV4Mj2t31JZ1EhDlbeV+K6b7iLcEOal6X+Dbd+wy3oxQQmRWrYW96JFzeXeeP8NzE4zt155K0opCqvctN+0nIjdQcI5h/sHpMeYPhfSI3YxcKATefUlV2Nz2pj9zUwCjY3sre+Ar0M8NbGJuObNB/T+OP+7+SQNTuKcbucA8G1+KaNK83GMGvXjy/sdSxyJpHbLJdFWdYBtDoeDIeOGsG9dORtDgwDFgOHtWJjdH8/yFWh+PytXrsTv8jPyrJHEWPSXkTev2kymt5bUs888AQa1xtRtPB2ta9izubo5YNLExedfTMQVYVZFDkmZsZwzIpeVmb1QkQjelSuZ9sk0MMG1F18LwL56H5lb1wIQf9ppx92WA+gyjg72DbgbNFw1/laiGyZdD8DGolpy+6TSPjkWd49+BGwO3EuWsHTpUmI6xjC+13gAlhbW0KdmNySnYO/e7bibcgAJ7eiQWQ8oKto4kQOzs0hIc7K7chsdeiajlGJYj2y2puZRv3YtRRuK6D6sO3azvpbwil01DK4tJO7kYSjLf8Yqvjndk1FE2Let9f+NM5Wtp0fHTuws30hGxxN4XzgMhoP8E6msrOTLL78keUwyd4y+A6UUs75bwYCK7cRdehmmn7Oo/s/l5JvpZF1KQnyQzYtLW4munnw1iemJLPtsGSWNJTisZrpeNhGTTWNz3dl4G8MMPKP1mtKvv/46ACMuHUGftD5ENMH12aeEzRY6//a642WVjjUG+l9OX/Uh7toApTvrW4n/cMcfCFWHmPrpVADOsqwjtYub8oQBpKSYyO6y34nUNI13/vkO8QPjuWH0DQDM21zG8N2riQwffXwd/yb6Xky7mB3ExfjZuaa1gzxs6DAyO2ayaf4mKr2VqG1fU5PSG39MOqkVrVdwWbBgAY11jXQd13W/EzlzAYlBL7mXX3zczGmFyYzqcz7dLXOo2N14QFTkN1f/hlBViA+//wB2zmNvzPloEiGteCn+LVuay33yxSeY7CauvkB3hisb/aTmryRiteEcdfzfdG6m21l0sS8DoHhTTSvRZZMuw2Q18f2cuWi+RvbWtceTFYPfYsOz5AdAT2tbOG8hcX3jGN9Zf2gvKqhkaPk27CeffGIXzo9JJiG3PUmOGvYW1LUSWSwW+o/sT+m6CraEe6Fpim4DM1id3h3X0mVIOEx+fj6+Rh+DTh1ErFW/F25fv400fwMpY8ecCItaobqOo715LeWF9a0G3QDnnXkeEVeEOdWdiIm3MnZYDhvSuqDCIXzrN/DZzM8AmHTWJABqPUGcm9cBEHvyf0C0Lm8U7e35BHwadeWtB27XTNKvofxdtWR1TiDFaSPYsw8hixXvqlWsXLUSRwcHY7uNBWB9ST3d60qQlNQTGxlvIjGHdil6f2z7LOiSZCMhNYbCss1k5umO1tCu6exMzMG9aTO7N+4mt29u86BmdVEdfev3EDd44AmPjDeR1jEVRYSqktZrF1OxibyMbPZUFZDRUf//Bid1TGZzfHsKtm5FC2kMOmlQc/EtheVkuqqJ6X8cZ0R/BFvHfiSZy6jd03pQSulaOid1xeNvoKB024lR7kcwHOSfyAcffEAkHKHLmV04OVu/KdZ89gURZaLb9VceX2UyemJq14/ucSvYt72ulSNis9m4/PLLcW9082n+pwBckrmbxFwfJaFuOOIsdOjVejms6Z9OJ7ZnLJOH69OH64prGVS0Hv+gYViSk4+fXU30Pp886wosFmkVIQe44PwLMFvNLJq9iFAkhGXXfILtU2lI7EKmtqdV2XXr1lFTWUPGyRmMaDcCgI3zlpEY9NLxWKfDHAp7PKrjKXSOXUvJ1joiof0RH6UU519wPp4CD7MLZkHhfEpiLwAgZd3XRFz7b6Kz58xGmRUXnHuBvkZ0KELsupVELFbiTkQKQhNdxtHBqjvz+9o4WhdNvAiAb779NwQa2NvQCVecwqyF8Sxd2lxu9pzZOHs7GZOnO1YrdtcysHonatCQI/9HKseC1C4kJFuIs3so29nQShQTE0OX/l3Yu7GcYq0jwaCiQ48UNqfkUb9iJQAFBQU0VDfQaUgn0mL0pdu2bNxJpq+O1NEn0PFvouMIckxrKd1xoBN51rizCNeFWezthTIpRp/cjvy0riiPm0DhLhYt1aPkY0eOBSAU0dA25QMQM2gQJ5ycwWTZCggGNGrLPa1El5x9CQCbi91kdEwgJd6Ou7u+PJVv/TqWrFiCLcvG2F5jAdha1kjX+n1oCYknZqamLaldSYvV75PVe92tRB2cEBNvpby6lMxOevBgYOcMSuIz8W/fzq4tu0jpnEKSIwmA9Xvq6dq4D2fvXsfXhsOQ0j4RswpRs691u1G9nY6ZGZTVFZGRpzuRvbMT2BHfju0bNxIJROg7aP9Ks3v2VZPlqiKm30GWPj1BWNr1IsVSQuWu1gNuyvPpntaJOncl2ysKAOiaHseO5Pbs8ukpUMP666vj+kMRzPv0f05s69zp+Cn/Y2T1I9FSSn156z5J7S7axfcHYMGaBcdfryPAcJB/Ip998RmOXAeXjb4Ms8lMSa2XvB3rcHfrgyX9BOTRdDuLLqHPQaBkS+spjKsuuwoJC1/M0nPoUiuWYW4v1CX1oH16uDmnGmD37t0Ubi8kfmA843LHAbBi4VoyfPW0P/cETR+2H4o1xk675MoDnKy4uDgGnTKI2g21bKjaALsWUJyoR3Yc2xa1Kjt37lwATj39VKxm6/+z9yZdeiRXlti1wafPvylGTJlAApnMTE5FslhUVTWrm2qdPrXudf+D3mnZ+k9aatFHfVrSUddAZRVZnMkcgcQUAcT8jT7YoMUz8+GLyCSqjhow6OBtkIEvItIf3N3s2n333QdrLdRH/w8sGEY//lcvJ5er4t7/iFv6/4ZWBs8f9pmDf//X/x4wwP/2X/5XoDjHifoABUok5QzFr3/dfN9//j/+M7K7Gf713X8NAPjlo3O8f/IA6t0PXm41YzNu/wV25X3EkcLTT/uMz507d7B9cxuf/fpLLMwAFxcCw7tTPM13MP/FLwEAp6enOHx4iK0PtvCNLSqD/tPHT/DW/Ai7/8OfvvR0esEY2Fs/xI3kYxx8fnHp47/68V9h/eUa/4AfAgC++/1r+O32XeDBfeiLC/ziF78AAPz5n7Ws4+xXvwUApN/+1ktI4I/Eje9jT36KutCYn/bL2f/uL/4dAOB3TyR2buW4uZtjdvMdAED5ySf4r3/zXyHGAv/mu3So+fTZAu8cP4RJUiTvvfdS07gy9j7EfvQpAOBo4517dy+HiBiePT/Fzi3y+f3g3nUc51sov/gC9z+5j+ytDLdHVHn7/cEMt+fPkLz3XhhMJGOYXh+AM42TJ5fByK39CQ5O72P7Jvnhvrc/xBfDa/jyN7/B+nyNb3y7lRt8dnCO2/NnyL4VwPPogu1/gLE4xMXzDYB89DHemlzDyfwQq4jex3t7Q3wxuYFHC/p3+PYH3wZA1Zvll0SgRG+//fIu/o/F/rewLR9eBpEnX+DWlA4pH/2GDtjv7g/xeLiP+24I1E9+8BMAwKPTFW7NqRqZ3A0IIG/dxZZ8goszwHQO3PrsEHsTer5+/qufv6qr+9p4A5D/GbFYLPDTv/8pht8Z4q9uEdPz0c8+xr3ZAbb+7U9ezUW9+z9hRzxAmlk8/kMfRP75n/85oiTCbz/6LebVHHjwt3j81k+g5ADj+f3e9/7t31L594M/+wB7AwL684/+AQCw86/+4iUkckWICHjrR7gpfoXTp0us51Xv47/+t3+N8mmJv//DfwHmTzGTP4AxCpOP/x560S40/+3v/hvi/Rg/+ZDu0cFFgbcPP8f61p1Xw4z7uPkD3Ih/T9e0UTb88Y9/DDDgnz76JawFnh0NUO9nMGBYOYBV1zV+/8vfY/CNQSOv+MX9I3zj/DG2XzWITEbg23ewmx9f3qwBfPCdD7B6tMZvIpqkd/e9LXy8dRurXxL49yDywz/5EJzRMjX75a/BYZF/709eUhJfE/vfwq75DZbnJcp1f6Tqj3/4Y8AAvzkZI0oFvvP+Nh5t0WTK8osv8NOf/RQQwF/8gN6rWVFj5+ABLGNIP/jgZWdyOXbfx7YkJur0oA9G/vTbHwIAHj05xtY1OoANv3EPiguUn3yMjz/+GOmtFN/apY3v/vESt5bHYG/ffjkNvn8ssikmUwnAYnbUH2fMzx9gb2+A52ePsPMWgci7u0M8zPcw+/QzHD8+xrW71yA5aTs/PpjhzuI58vcDAP4uxO49bMWHl+4bTr/AO7t7ODj7EnpIeb+zk+PL8XV8eUB9Ah982D57q8dPIIwJgxn3sfsBswLZ6wAAIABJREFUpuIpLg76Ol0cf4K3xndgjMZPf/dTAMDd3RyH+Q4e1zRG+gcfUvXiaFFidEYsexwSQJ7exlg8x2JmevpxOzvAdEAA+Tcf/wYAsJPHWO9cw/2qwnQY4e4egeEHJyu8tTiC5RxRCLIYH9kWpskJtOFYdA7cy5MZpvkeuOC4/+D+1/yCVxdvAPI/Iz766COoWmH67Sm+t0+A5PHfUhn57Z+8Iiby5vfBOMet7RMcfN4HWXEc40/+7E+w+HiB3x3+I3D0e5wPiWmUn/x973v/7u/+Djzl+MmPCETW2mD82e+xHk0R3e5rlV9q3Pw+rtd/A+Ay4/Nv/pJYqv/zb/53AMDpfBeFKMGtQfmHVtP00UcfIbuX4du7xCL88tE53r14iuSbH76MDL46bnwPGZ9hmFc4edoHkZPJBPtv7+PwyzMc8psoC4vJ21M8Hu1h/itaKD/77DNopbF3bw9bKQH957/9BLFRmIQAIq9/BzvsM5w8WV4q1f/oT3+E6lmF32ralL/17V18PrkJfvwc+uICP//5z5vvA4j54Q++AACkH77i+wYA176FLUkuFucbes8ffZc24y+erjDdHyCWApFjdKov7uMff/GPSG4k+NY+gcgvjpa4PX8Gde3Gy5t29XWx826T2ybQGutTjLYkjo6fY+IA8r0bUzwZ7aP45FMcPDzA4PoAOynp+u8fL3BjcYz83jsvNYWvC7F3B8N4hovjPkDGxWPc3pni8OwhYnduvrMzwKPhPj77w8ewxuLeN9qpf8ePDjGsVkjuvfsSr/6PxM57GOIAi9ON3E7v49bwBipV4JMT0vm/s5vjYLCDZ4oOeN94hxhkYyzUAbnPRDeuI5iY3sZEHODipO6vJ/NDXBvTJNWf/e5nAIDr4xSL0RYe1xWkZPjBu/ROPjpd4caSZAzRW2+93Ov/upi8hZF4DmMYlhctEVRfnGI8ICD/4OEDACTBu747wjMYbKdRo63+8mSJ7WIGsb1DI+BDCcYwHNH9Wp47Gai1WF5UYIwhmwzw7PDZ1/yCVxdvAPI/I372M3r5vven32u6RtnvfwvNxasrjUYZsP9N7MrPMDsuUG2wWX/5o79E+aTEr7/4vwAAFe7A6BLpH/4R1rQn1Z/+w0+RvZPh23sEIj8+nOP2+VOYd99/teXDG9/HjqDT5ab27Ic/pBL2b3/3BaxlODvl0Du0aRe/J4B8dnaGo8MjZHeyplT/2R++xE4xw/4PX3Ejw2AbGN/CdnqCs4PVpY/fe/89lAclPh7Q4v7OvQkeDfex+pyA4m9/S2X5b3Z0gqsv6LP47jv/fa/9RWL/W9jRv0JdXi7V/+sf/hVggd8fMiQDiXtvjXEyvQYAqB4+wq/+8CuIXOD7d4lhPl5UmJ4/h05SiN3/j0cu/0ti9wNsyScAgLNn/efy/ZtjMAY8OzjF1IHI8d3bqLlE+cXn+PLBl4j3Y9ybEtj6/PkC11ZniG/derk5fFVEGdLtbWTxGhfPNp7LswfYnaQ4Xx5hvEs68Hf3hjjItnD05UMsz5bYvbXbrBkPns1xfXWKLCQmcnwTE/HsEoOM84e4Nd7C2fIIM05ytbe3B3ia7+JgQazle/datrh6Rpt6dPPGy7nuF4mtO8j5CZZn/fcNZw+wkxPR8YeHtDbe3h7gPBvhUBHL+q17tIcdLUpMllSNlNcCAsjjmxiL59AaWC/q9u+XRxhndF++uE/rH+cM0bVreFzXmA5jXMtpbTleVLi2OoVNM4hXWT3cjGSIPKF7tpq1ALm4WCKJMkRJhKcHbSP+tXGKY62wI6Pm706XFabVEtF2QHm5GIwILzW5rc+wrGhtzHeGOH12+lU/+krjDUD+Z8TPfv4zxLsxvv8ObdrrSmPn4D4Wt955tZ3nN76P3ZLkEMcb5ewf/eBHsMri735NjPFiNULFCsiqRP2UXjhrLT75+BMktxK8v0Un8U8PznF78Qyjb77/EhO5IvY+RMrnGAz0JZZ1d3cXw60hjp7OcTr4FqpCI39rC+dxjqUDyJ9+SnrD63euYxxTh/P8088AAIMQLH627mJLPsbZ4WWW9bvf+S6qwwqP9DsAgA/f38GT4R7Y0yewWhNAZsCffpfkFMZYsMeuSePOOy8zi6tj8jYmgsq3sw227t1btGE9Py4x3s3AGGtKnvWjh/js/meIdiPcGVOp8LPnC1xfnsJevxmG3nN8EyPxDJzZSwxyWhxhNBGYnV9guk/szs3tIQ7zHVRfPsTxwTHSnbRhWR+cLLG/OsPwTkAl3/FbyOWsx2YBAM7u49pwhLPFETChz25MUhxnE3z5iJ6923fbitPs4SNIaxDfDii30XVM2ENcbALki8fYzfdhrcH9c1o37uwMcJqOcKLIq/zOLXoerbWwJ8cAABnCgc3H8BqG4gTFyvQaf7E8xiil+/Lg0QMAQCw57PYuntUKcczx7jViwh+frbC3pmpkUAzy6AYGgoD7atY2pKv5OeKYDikHh62t5HRrhCNjsJ1IpJIOcyeLCtNyAbG7G8Y60omBKx41IFKVWK9oTxhMhzh63jaqXxsnONMK+7wFyGerGttqBbHdb74PIQZT+vdv1pPlMZaarnO0O8TybPlVP/pK4w1A/mfEP/3yn5C8neDDbSrxfvxsjrfmzyHv3vsjP/nfOXbexY6m5qaTje7l77pO3d998iWszHH6XKEekhaw/IyA4uHhIZbzJZIbScOyPv/9Z4iMxs53XnEX8/Q2AIbt0QJnm7o6AG/ffRvV8wofJ8R837ozxkG+i/mDLwEAn3zyCQDgvW90mB+3kQehQZvexpb9BKoyWJz37dD+7Ns/gNUWnx9xRKnA7ZtDHI73wLVC/eQJPvn8E8ipxDu77wAAjpclrs2eo5puQwwDKNVP3sJQEIhYnPVzu71FC/v5yRKjHVo8/f2oHj7Coy8fId6NcW1AQPpwtsaN5XEY9wwA0jFEkiFLSixnGyDy4jG2Rglmq1NkU9Kr3pxmOE7HOHr8GMWywPb17WaDPjmZY7ucI3krEAYZAIZ7yMXpJYs+zA9wfTTF+fIIc0lgZX+U4iSd4PCCvr73Trse6iMHIq9deznX/SIxuoEBO0WxqHtNQ7h4jJ2cyu6fPiaAvJPHmGcjHDsZwr23KLeLdY3hkhrCXklz9lfF6Dpyx3737t36FMOMdPBPnj5p/lru7eGZqjHOI1zPCQwfLyrsrc9hR2PwLHt51/7HIs4xiOgwuvJAy1qUizWkiJAMUhw/P26+fX+U4NwabIkWRJ4sSozqFaKt6Uu99BeJzA3sWvn7tniGtSFSJ5/mWJy2e/s0k5hXCnus1fWfr4hBFgHmlo5dZXfpmP9yjpXZAucWo+0hynn5NT/96uINQH7BMMbgwRcPkFxLcG9Ci+T9R0fYX59j/P4r1qBt38WQn0KIy0zdh06v+fjpBVYjYlnZdSrBVK5U/wen1929s4s8ImA1+5xkDfm7rxj8RymV1uQJ5meXX6L333sf1bMKjy0t/vfuTnCYb0M9oU3g008/BRjwwXukdbXWQhwewDCO6EYApdGtOxjWdB82QeTdfVroDo9LDLdSCMFRXyMQVT16hPuP7iPainAjpzwOL4qGZQ0iprcxFKT3W2yUfLfFElHMMDudNQB5d2+Ks3SM8tFDPHvyDNFu1JRGn10UuL46xeCdQAAyAIxuII8W7Ybm4+IR9ocZLpYnqBJ6H29OM5wmIzxyz+X+zf3m2wvXJBXdDOS+AcDwGnL7/DKDvDrF9fE+lK7x4IwO2PvjBMfZBGeaWNa3b7T3yJ4TWBNbAbFao+tI+RzWAtWqI0lbHWOUEUC+/4jWP8YY9GQbJ1pBRgxv71Juh7MC2yX1RAQh+fGR77fvXPfAvTpBmtI60dV7bm2NcGg0tmLZVNgu1jW2inlYeQEAY8hygixNw3a1QFHRITQfDzE7bRv4dvIYF1phpwMiT5YVJqqAnLQ++aFEOqa9t/TP5PK4BciTAdbzdm9PdAFjgV3bsuBnqwqjcgEZ0rvmgg8miNgK1coB5GqOymaIE4bp9hTVoro0ITGEeAOQXzCePn2KqqwQ78d4e0SL5OnHnwMAdr75ikv1W3fBmMVofHnKUJZlGO+MsTqp8CQmFnX69hZm0QDzLx4AAD7/nPK42/FOLJ7Qpi1D2LS33sEQT7CeVVC17n307W98gPqsxlGRAwy4c2uMZ4MtiOPnsFrjs88/Q7QV4fY2lRdPlhW25yeotnfBouiq/9vLjSlpBoFOA4OLm2Na+C9OVxhOiV1IbxBgVEdHePL4SQ8gH1wU2CrniEJh68Y3IVmNLKkxP+3nxhaH2JlGOJ+fNCzrjUmK02SIw8ePURc1ptemjdb/5Ogcqa4xuB5IbgAwvoEBP+tpBgEA8wPsj8a4WJ1gHROIujlNcZqOcXBEZdK3O0y4fk7WTMHcNwDI9zGwh1jPq/5UttUJro3oefvkMfmy7uQxTrIJzh1AvuUOcaXSiBaUvwxJFzm6iZQTkGoYLQBYnyNNaL17+qzVe4qdbRwrjWEmsZORLObZrMRWMYMdjl6tvG4z0gkGnOQR61nLsurVHAxDJFmKo8O2VL+dx7iwFlMhm4rGxapGXheQr3Lq4VdEMqR/66IBkUeoLAHLbDTActZWGcdZhKXS2N4AyGO1hggQIMtsAA7VAuRqibWl6xztjHosqy6oWrNrGKyze5stCmTFKixttY9sioQtUC4cPinnqE2KKOHY3t6GrSxO5+HpkN8A5BeMz5wcYXhj2Jj7L10ZP7/7ziu6KhfbBGzH2QKzDYAMADdu3UB9UuMhqIR26+YQx9kECweCnzhW673brQwhPnkOLUQY+rrpbYz0AwCXWdb3rm0DFjg4qTEYx5gOY5yOdsG1hjo8xMOnDyGnEjeHtPE9n5XUpBEKyzq5haFwJdENgHyLPO8xP1sgn9DGMHENQfr4GM8PniPa7jPIW8Uc+fV9BBFRBgx2MEyXlxhkzA6wP05xvngOldJn1ycpzpMhDp5QB/3ufvvsLZ5R6TQsJvImBjhqy70+1me4NtzFqpzjeUVAa2+Y4Cwd4bSkXN++2QLk+pxK9WIaUGl0uIdcnAEWWM06IHJ1gvGAnrfHh+R0IQWH2drFudbgguH6Nq0zp8sKk4rKwkHpIvMdZA4g95q9igsMUiczeNaW6tPpBEdaYZLIZu0/X1XYLudgOwGsj90QEklKQLcBWuUMpaL1YzDMMTtvWdZJFmGhNaYdEHmxrjFQJaLx6OVd9wtGMqRqU5dlLQ15VueTAYpFu84MmIIyFlu2hTknixLDagUxCQ/8s2yMhC9Repa1XqEwYwgBTLYnUEuF2tBn5YIO1dtSQM/oflZn52CwECEdRn2kE8qtC5BtiigR2JrS9T49evo1v+DVxBuA/ILxhXMHuHP3TnPSrg9pI5fXX3EjQzoB4hHG8fkliQUA3L39NqrjCkeaNuBbN0c4ziZQrgv7yZMnkGPZsKyl0hjNTlBu7YHxAB6RfA8jRSXPTTeE6063dX5SYjhNwBiD2SMmrn72DAcHB5ATiZs5AeKjRYmtch6ObnCwg4TNIYS9BJDHWCBOGBYXc+RT2uB29iZYyQQnDx+hWBZIt1NMEmIZnh1dYKgK5DcCAcgAkG2TDOEKlnUrz7EsZ6hjemZvTDKcx0OcHBPDtb/X5rF2WtagFv98t2VZu1rW9Tn2R/QMfnFMWtZxFuE0HWPu2Ni39qmUb4yFnTmAHBKrle9jwC83RFGpnta7o+OWiUx3tnCmNbJUNJaDJ4sKk3IJk6avdvLhZqRTpJyY7WLRsqwoLsDYGFEU4+y49ZTfyhMcG4NpJDGKCDTOC4VhtYIM6VDjIslpTSw80FqdorB03dlwgOW8ZVmngwgrrTHpalnXFUa6gBiFB5B5OkLEixZElnOUjkEeToao5m2pXtSkV97RaP7ufFkiLVfgIb1rPpIxsawNg7xAaXIkGcfWdApTGFysaK2oC/pzxAkgW2uhL/w6Et4zSbktUS7d+1YuCCCnEaZjut7j2fHX/IJXEwGgn9cjnjrHh3u3O5rc42NoIcMoaQz3MRTHKFcKddmXIbx7cx/1aY3ZOoeMOW5eG+A4m4Kf0Ab34NEDyKlsGqKO5iX21ucwe4EArXwPQxDbvdxgkK8N6bAyPy0w3KJNONkltkqfnuLo2RHkpGV+juclJuUS6e7Oy7r6r4/BDhgD8oG61KSHxXNsjSLMVqeIRvSqTgcxzpIRHj14QF/vT5sD2+LAlepDAf8AkG0hYTOUy779INZn2BqMsSzmWAvasLfzGBfJEBcXVCLe3W7ZueqEZCgyJCYynWCAI1iL/hCb9RmGKb07x+f0jqWRwCqf4MLQu3lth96183WNQUn5hwWQ95ByYn/Lnk73BDKiaz87bUFkskUa5DwRmCZuw1uUmJQLYBLA+tiNdIKUbUgsqgX5/2qBdDDAYtY2RG3lMRbWYMJF+66VCpmqIEcBNMNuRDRIwWDa+7Y+RWEI7A6GAxTzlmQYxRyFNph0oMDFWiGvC/AAATKSERK+anOr1ygN3YPx1gh6pVEZeheVc+KYcA67IrBsFwtwayHGAb1rPtIxYr5EtXT7QLWEsjFkLDB2cpcjt57UFa0ZKWMwqzWK2oBX9HM8C+gw6iPOEfECdeWwSTlDbTNEaYTJiO7F6cUbicVrG4eHh5C5xPUJsSfGWAxmJyimO2HYxQz3MbD08mxOnLu7uwVbWZyfGwy3UuwOU5xmY0Szc5iqwuMnjxFtRdhOCXw8m5XYWc8gAgLI6VUlUQDXc2IGVhdLDCbEnOTXCCCunz/H7GyGaBphmrpN+2yBXBUYXgukNDogoD5Iysss6+IZdkYZZqtTaCdD2M5jnKUjHD2l6sVk2i70OkTbqWwLCWYt4+OjuMAkm2JdLTAHbWTjTOI8GWK2JkZ5f799/qRnWUMCyMkYKSMmsncAKM4RxXRfT85Pmr9m4zFm2iBOOCYp3bezVYVRtYYVEuxVjgbfjHSCmNEm3IARXQPFBYSg5+vspAXIw9EAp8ZgFLUAmSQWy7BYfwDgAmlGa3aznqzPUVlybEgHKVbz1rpvO4+wNgZD3rKsi0JhoEtEIbjFbARLRkhk0QHIZx0ZQo56WTeMqtS0rkxMu4edrypk9RpiNHy5F/4ikYwQsxXqwgGtet0wyOOtMfRaY+6aJ9duIMiEi2ayKl+6xsqQDqM+kjEiVqIufAPiEtoD5BEB5ONzWuNLl2PKOcxqiVWlkGh6llkSIECOBpCshPLkXbVoAPLW2FWcOmtlKPEGIL9gHBwcQExEAyIv1jW2VxfQ24GAkXwPmSKWez3vg5G9oWv2Ol8jG0UQnKGY0HWr589xeHAIuSWb3J7PCoyrJdLdQMBIvoeYrcD5RlMNgL2YTs3LxQJpTnlmjh1+9vAhACCexm1p1DWoZHuB3DcRAckEiVhdGvKC5REmgwGKatmwrNNBhLNkhHNX3t7uanJPaYERIekisylSe4qq0P1mr3KGaeYOZEvSwI/TCBfJsHFDuOakMtZaJEs6IAWlQU4niDiB+ars3Lv1GeKEFv2z8xZE8vEEM6ORJgKjmJ7HZakwqlcwo1EYB20f6RhJwyB7EEm5aJMgThIs5i3LOk4jnBqNcQcgL0uFYb2CDLDkG2UpONMo/XpSXKCydEDJ8gGqZXtY3RrEWCuNUUfLuigVBqoMY/LhZiRDxLxAXbbNXoUDyMNJDr3SWCsnxavpz6lpZQjLxQqRVuDDMAFyhFWbW71EaYaQMcNoNAQMcL50TYpu2MlYCBjHIIul08QHqEFGnCNiRVsBrhaobQIZS4yHdL0nM1rjyx6DvEKpDGIHkHkaUNOoj3hAudVOilbOUWOAKBXYntCafjY7+5pf8GriDUB+wXhy8ARy0nYxHy9K7BQzYDeQcvbwGrKa/H03GeS9gZMhXKyR5uTcwJ1XYn1yiovTC8hRByCfEsua7wUiQ8h3wRiQpBbFBoMclWfIc4HF+hzCsULjSY6VTPDE+R1PdiYN+Fg5n0yxExDQGmyTPmuTZS1nmGRDrKoFFo5B385jLKIMF44R2e2AYescA8Q0IHYk20Ki3aLePQAUFxi5d+nwjOQzaSSwykbU7CUZdseuGbbSGJcLGBmB5yGxrGPEjABGvXabmrXA+hxxRO/X7KJtiIonY8y1Rha3AHlRKIyrJTAK6J4BjWYQQE8TaS2gFEOaZlgv236HcRZhoQ3GQiJyvrOrSiNVFaKQ7pkLlg4RywqVZyKLc1SGrnOQD1CtWi1ryg2UtRh1tst5QRKLIAFyPCQw0rCsBZQlVnE0HsIUBivlJAdO3jPqyBCqC1pH+DBAiUU8RMRWqIuOxMLmSLIWRB5dEHlQlbRGZpzBuqoUSiJUWEiaeB8yRcQKKC9DqJbQSCATiS0nUzqdkQyhWNN9S9x9K5UJnkGOWIm66gBkmyLq5HY+O3+FF3h1vAHILxgHhwcbALnCpFwgDkXLOtxHVlNX+WoDIO+mxNytZ6sGIMeu7Hl+cABjDETesuNLVzoNByDTISSN60sMMpbHmI4SzNZnMDF9NhnEuIhzHB+SJneroxFXpwFqWQc7ToawwSCXc4yzMdblAoVj87YGMZZRivmaNrO9nc4BbUmLZlCbdraFxDiAvOwD5Mzpwp8dt76sbJjj3GgkA9HIEOYF2U7pfBgWy5qMETMHKvyGXc4BqxHFDiDPWoCcTUe4MAZ5xFuAXFKzFw+N0YoyREKBwba51WtoxLCWIc0ylMtWMz9OJQpjMOw0ey0rjVRXkAECZEQDRLxq2br1ecMg56NBj2XlTtM66njOztcVUlWAhySL8ZEMEWHd5qbWUCD52XA0hKlMI0Mo1/TniAuYguQW3LOtIUos4tzJEFqnB2UTRKlsZAhey6oV5RMzDrNeo9YG3I3VDsqaz0c0gGQF6spV2qolamSQEcf22LGsbhhPUdBanzkGuag1YhMwg+xyU8q9Q+UCtUkQJwK7rpo9m8++5he8mngDkF8wfLOXHw97PFthqApkO4Ho6/Ld1rpoEyAn9OKsFy2DnDgG+cRNVYryCOOEFpjyhBaYOBTtoNPpplF5iUHG6gSjLENRLaEjynuSRbhIcpwdE1vsbWQAQLhTalCl+sEOEnuGaq3646bLOcbpGEW9wtySBncrj7GSKeauIeP6LmnirbVgfmMLDSB7x4Du4aaYIXE63eOTtntZ5jnOtUaainY0eKGQ6go2DWiqF+B0uk5i0WEiAUByAvddGcJ0kODcGAylwDAi8LGsFEbVOrymIcbA0jEi2Wn6rdeoLW2+aZahXLUAeRBLlMZg2NlS1pVCpmvwQWD3DXBNQ1WvnO0Z5HyYw1QGy5pACKsJaI07vc/FcgVubViHUR/x0MkQugwyAeTxaNSTIaycTjfnHGZNeUoHvoJs0nMsa3vfVtA2hpAc05HTvjuWtaro3YxdI9u61ogaljVEEJn1WdZqBY0UMhZNI9vcVQlX6yXAfG4bDHJI0w99uION1gzGWJiSGhCjVGA4oLVwXVx24HrV8QYgv0AURYH1ag05ahnk8+f0Eg5D0emmE0S8hIzZpUa23YgevNV6gXToGGQHkE+dVd14awzO6HFQZw5EhmJhJBOASwLImwxytUCeEECuI1rgp1mEWZzjwvnL7m61MgS2CFCDlowQ2wtYi74DSTnHMHP3aUUgMo8FyiTDTBvwmGFnSM9jURsk1Ro6isHi+KWn8JWRbSHdLNWrClBrpM4OrOuGEI+GWBuDWPIOQK6RqiqsJjbAdZ17gNxhkAEYEyOK4l6z12QQYWY0hrLLIDuWNUA3BMQ5ItEFyCvUhsq3WZ6RY4CmQ2kiDLS1yNGyrEsnseBZYPcNaPWe/r6psmnSy0c5bGkbgIyaDgJjcFg3crpeBFit8RHniLDsMcjaxmAcGDnQ60Hk2gHlEeewriol3J88D5BBjjK6b1V7aNMsgZD8EoisKsoj8SxrpRFrun8sDhMgS1ZAeZ1utUCNBCJqwf/CaaiXyyV4xMjWtCxR1roByGGy45QbAKhKoy6JJY8SgdGAnsmiuDzD4VXHG4D8AnF+TosIH3Bsueab5REtMHkoANl54WYZLrGsQzuHlAzL4gLS6ZFTB35P3NjRaaeRRp8HBpAZA+IhUrm+zCCXCwzTHEW9QiFpQZwOIqxlirljVPe2OzIEv/iHBLbiHAkIzBddHXI5x8DJXk5dhy9jDCbLMTMaMhO98bADVcCEBkaS0WUGuaRKRxrTu9S11CKAbBGLFiDP1gqZKsO6Z4DrOnca5EaGQIt8XZMMYb1oWZFBLLDSBkMuEQs6xCwK6j6PQmRZowyRqDYYZALIgzyHLnQDIoXbnIemwyCXComuwrWdYh2WVZXNRLbhKIcpDQrn8GBdI9uAc5iCwLL2ADm0ZxJwLOu690wqG0NGAiOnK75Y0HpTlbQeZpxkCNZawNuFhViqlynJEBzAQr2CdiDSa5Av5m4tdYxkwhjMekUMsvEAOYApqpvhdLrGMGpoblwsOPKMnk3Psq7WK7CY3jVbVSg6TXpB6qtFAgG6Pq0MarcVRInAOKf79oZBfk3jwhtwDwSGMZ2qKwciZSgNUQktfFFk2uYMF2x9hmGeYlFcwCa0QOSjAdYixpEbfTveahlVduFlCIFILACy1OKLPoAEgGqBUTrCulphLQiITbIIK5lgUdDi77tkAYAXa1jGw1pE4hyJIRa1cbIwBijnSLxl1nnrEamyAeZaI07b59FPv7KhMVpx3jayeTDiTO45p2tfrVqWNR3lWFuDVPImt1lRI9VleFrWZAzBFAQ3qNZdtk5Aa4Yso8levtlrEAuSIXR1ug5EhgmQN3S69aoByNkgg61t0+wlnE437yqElvRZsCVfrFppjCqa3IbjHFZZLF0Dmy5bgGzdJq5C1Pv7kClZalUdDTJLrwSRShEYjhmDWRdQxkI4r24WhQgiM0hWQ/s26uLcAAAgAElEQVR2hg6DPMqdM8yK7s3Krf8xY7BlhVWlETuAHCrLyhldn1aWfJCNs3kbOBDpmg1XqxVYxGG4gC2r8BlkISE4PVe6tg1LLiOOPKV3qCzLr/zxVxVvAPILhGeQ0zxFxGnR0K47PRg/xZReoFjqttzro1oizxIU1appZBtnEvN4gJNjYia7DDKcVyQfhSRDIF2dURa6Zxc2R56OUVRLLJz5/zSLsZYJlkUJFjOMMlo4tbGQZQGVZmE1e8V56/TQcQwALFIHkM/OWhmCHeSYGYMkEUgFbeqzosagLsBCK4tGVMoG0B7cGoCcgjHWc0PIxiSxSBhDJglYzQuFVAXY7CUkEA0QS4Wqo/esXal+kOdQK4VSOxDCLQyAAfp2YYlRYU2a8xENNtwQ1o0bQpalMKVB6QAW3J95x09XOYAcpMQiyiHtGqp2a4kqoS2t7UP3Dp0vaN0vCloPiUF2jWwOKAel9/cRpZCsglaeZS2gXbOXb2TzDVGVG30eOZa1VKbDsgYk1fIhUwhWw1oQy1oTyyoi3pTqV65KuF6vwSTJEGxZvhYa5IZlrQ01IBoJGbXg37OsRVGAxwJKRrBl2dq8cQ6EeLABIDiBYq0MjKI1hUsOIQSYYCiLNwD5tQzPII8mbdOCmQU21tExyLGsW1bER7XEIElR1muUgl6wcRphEWU4c+B/u2N75i1xgmquiYeILJXiG7Nxa50GeYxKFZjV7j6lEoWMsagriExgIGmDXhRUqjehNXtFAyR8Q6frtKyRpOfLH9IAwOYORMoWRK4rjYEqwmO04hyS0cLX1Q0CgNYScZygWLfasyyNsbIWGedIJYExb6kVh+jLKlNEsm6Zf7XuDJzIYArTuCFElr5n0HFDWKwrxLoGD9GaKXZd9WVrO9VKLAYwlcFaU27MHQJGljWMuVp5gBzY+wYAMoHEmoAIAOgSGp1GNrQs63JBh9NBxy4sLv0aGSD4dyCyBf8FFKNmL1/OXjqbsLJuAbItCpS1RuR8yIMEyFEGAapWaGWds0pEDLIDyGt3b9YFAWQAsHVFGmQP/kMEyCKCYK0MwSoFbWWPZS1KTzbUBJBFRLnVmgBykoRF/nRCCLouow3dOwBCEgTlMW9yCyneAOQXCA9O/LhHAGBzzyAHwrJ6iYWoWu2Zj3qJLMkIILty98gB5PP5HEwwTIYdJny9hooSMB7Q45G0ALnRn6kSMAqDtD9liHOGOkmxMBoi5Q2InBU1MlXChrZhO99SoCND8ADZDThZupIuALA8R2ktYt7mtq41jYcNjUGOc3BmIIRtDzbOfknVQBwnPTeENBIojEHGOWJOG3RRa6SBTi0jBrnq6T1r4wBymsDUpmGQhbNh6rKs5coBzBB1ulEGibLDRLYuFvlwAFvZhkG2rpEt5cTWAYBZBXjQ9iETSJRQdftMapZCyJZl9Trd+Yr+HLAOg+x0ukHKR2QKgRpGg1xxVAENys1rWb38wIOSmDHYqkKpDKQHkSEykVHWA5FXAuQey+oAcuUkFjpgdlzEPZ2ucu+djAUy95z5RrayKB1AltSkpwwSU4cJ/F0I0TLIWtN/cweaueSoyuorf/ZVRUAIKNzwDPK007TGvRvCOBCA7LriY15+BYNMALlwvq3jzLGsxRoia7WstTaQVQEdWsk3HkIaAo1dI3UASN3hoKvT1UmGhTaIUoFBRCzP3DHILLSSb5z3OnwBNABZcrrWLkAWoyEKY5DwlkEuascgh+ZdGtOGHEnda4iylgBykqao1zW00z0OYoG1NcgZb5iQUhkayhAi0IrSvk5XrRuJRTpIYSvb8dOlzS/rOD2UC8eyhsggRzmELVomsm5zG46GPZ2ucqA4YxzWbeJm7cF/gPdNJhCoWgZZlTAsBpeskVjMndTMD2VIOeWmezrdAIGWY5CBFkQqJJBxCyI9g1yUBcAA4QBy0WtkCzy32jeySQjJLjWyFWVBOl3n9NBr0gsR/IsYsnPfnGUzZMwRu3vRZZBFLFCLCLZsGeQgpVou/KR2XdtmqqpnkEUs3miQX9fwDHLXTxfrFZSIwnnROAfiEWK+7muQtQJUgTwZoqzXWDJnDJ9GKEWMoqzAYoY8csxCqZGpAD1nkxEiQ6x9W/J18+jd4WA+nzffbtIBFkYjTngjsZg7Bjk8GcLgMoPschMOIK9XrU5XDIcorEXKWhlCUWsM6hIyNJbVHU4iqVuJhSqgEcFaIE2dlrXR6RpoC+SdRraqrBAbFWg5O4NEp5xdFw3LmmUZTNXm5gHyoMMge7Y1SAZZJpAooKu2SU8xer5G7iA2cyPAlfOcTTmBEQCNbRgPbS0BGqCla0OSkA7L6nsWfPNoVXV0ukWBShnIBiDLV3P9XxdOgwyAnktVQNkEMuIYZq4xtsMgcydDMI5BjkJu0hNRD0SiXkMbCREJpA4cdhlkFjFoEcFWNdZ+mEYcqAyBy97Bxg/VkLEAYww8alnWqqjAY4layIb5TwIHyMK9KlqbpsmyC5Drsv6Kn3x18QYgv0BcXFyAcYbpuGWQWVlAh3bCbubU63bghLNhGiQ5SrXGytLX41SiEDHWdR8gF0ojVSVsEtimlowQKTqotDIEYvFjD5BnXYCckl2Y5MgiymVZqUAB8rDd0KqWZQUAwQhsdQFynKZXMMgGsakhQ2PrZAKAQQrdkViUTbNXnCSwtW0stZjLuzvWVzea+MDuG+BKvp2GKLWGBu0E2SCDqQ0KJymxiu7xoOP0AMcIBbmxyRQSRVPqRb1GzQhgTVw/xvncvZOONU47DLL/M0jmXyaQrKJmL2OpSc+5IXgmcukGZlQ13TfJGGxdbwDkAEHkFQyyBjWy+dyaUn1ZtjrdBiAHzCDzqJEhqNoAuoK2AkIyJE5e0IDIsgKXHMqDyFoj0gosCTAvAGAM3MkQVG3gLLchI6fT7QDkuqwhYomKy6ZJL9F1mJaKLrwGWSvTMMj+cCYigap6I7F4LeP8/BxiIJpJcwAgygI6tLJoOkaEBWA7DVFOhpA5BnmhCETmCUksSlWDx7wByGs3HjZIna6mZpnu9CsASPzQhc7UMmQ5SmsQCdYwyGVtkKkyvM7zaADBFDjf0FcDMEZAyqjXyDbIIpTWIuWsYZDXbvGPssA0aIwR0OKq1zRUu8leSZIQy+ry5d5PFy2DbJYBelf7iFLSslYtg2ycG8IgI52uB//G5TgwaBrZmGeQgwTIMYQtWhlCvYJiA4Ch6apfrOidWzunh6zjFSy8n25oawngQKRr9qoNAWTEEJI1LKtnIv3GHYFAZKUNpHUAWQbIIDv5COBzK6BsBBmJBkT6cnZZdQFyjbLWYYN/Effvm1HQRkBI3gJkd7/KogSLXCNbWaLSFrFRYQJ/F8Ite0YZaO3BowPIkqOu3OGgUhCRRM0lTEWDQlKjwpRqufBssa40tPNLF6LNTdf6K3/2VcUbgPwCcePGDeTv5c142FJpRHUJG9rDGOeIQRtVY83kAXI8RFUXWDjWNZEcpYhQKAWedAByTRKL4HSDzuYNuMwgC+4a1bpG44NB08jmNciF0hioEiI0GYLT6UppLzHIWhHLWhd1A6qyiKOwFgnjjc1bWVQQsIhDu28AsXU9gPzVDLJv4Ms7Tg+mGe4SYG7RAAJlR8tKvqwAkDunBw/+jWMiM8bR0EOlH8oQ2FoCAIKcHpSXIdRrGJ5CCI7MySY8y7pcOYDMGGyxhjEWkWPMwwT/CaRnIisHkBmNLB64HgWv9yyrEozTkJ4GIAcOIr0MQdWGBoWYCCLijQzBM5FlcTWDbLkAE+Lq3/8qQ0QQjVewgVVVA5CjKALYBoMciUaGUGvjGOTASIROiI5O1zeyeRApYtHkZpQBlwKKC6BWrkkv9NxaKY9xVTbPIHPBG1Y5pHgDkF8g/tP/8p/w9v/8dgOQF4VCqisgNG2dzBA7ENnokBuWdQgL2zSeMMagogSF1uAdicXaOQYEB5Cj1i6sAZFOPsLgQWJH5O8BMuszyGmIDLJvZItMy/xr38hmEccJdKmhnE1YBPqenIm2kc3LEEIsH8oUgqkOiGx1ummW9pwejNN75p2lyZfqg1z8nU5XdTxnjdOND/MhYIC5Y1c9QE4Yg3EbHatCllg4JtICRjuAzGJwwVoQ6e7N3GmRU85h6xq1CR1EJi0TqYzTIMfgsgX/nmWtqgpMeLuwGnXoEgsebbDj68YubJNBrqoKkAya8aZJTxoNhDhpDnBOD21u3WavTZ1uXdXgkYDiErauoLShXoYQ1xEXDUBWBtbLEDpOD9pZ8BltwIWEYhxWayLtYMKsaLjgjgnXtWo8xxvwL0WTW0jxBiC/QPjN25ezV5VGqiogtE1NJojgdHMbDHLkAPBi0coQVJKisJZ0d16D7HILTu8ZpZcb2RxDxRmBwi6DzPMBSmORMNYwyGVFQxlkaEykA8hCmLZUr0po0CKSJEnPUkta54bQaWRTa1eqjwNc/KPUTb/q+LI2ANkxyI451s4uLLcdDbIrmQZZGhUJMcidqWXaVTRyJwlZLJ1/t5McJIzBeu1xFTDLKuJGG69rA+jW6cH7snrPWS+1SJxOV+mO00OIm/amG4IqYWwMIVotqwf/Vd0ByJsMcoi5iaidyKY9g9wHyA3LWlfgEYfuNHtFRoHJUAFyBM48SLQvIEMgBtlUFWptEek6TBLBhQeMRmkYV0Xzzx4XrQzBaAMhBQFkpVDUBtIaQAbI+rtoNMg1+TsDfQZZqzcA+bUMX/5NhDt9Kx0og5xCWmKQGz2PA8ixA8BdpwcbJ1gbgyjiTW4ksSghQptaJq8AyO7gwtxptOujGGUZSmuQ8NbFwjPMUWiNDO7gJbmBUV0ZAi3kURTBqlaGIL2fbgcg1w1ADnDxd3rPngYZ9DwOnNODz0074Ng1q1OuuzlItk7GpEHuTi1zADlzANkf3LQ74CSct+4VVcASC9myrNQQVUNDgguOzDXxehlCUXXswhxAlpb+TYIEkTIGRwdE6hIaEuIKlrXXyNY06bkKXYjPpIgg0IJIaCdDiC7rdKuSwL/aBMghriMAwAU4o+fKGHt54ITkUE6+pCoFHgloxoFaodZOhhAiieCCCc+y1tCW1ndxFYOsPIMsYJWiZ9IaMBHgu+bCz1Ww2jQSi8bFQop27wso3gDkFwjP3LWWWgapDlCnG6WQhgCxdrPOvcQiEpf9dI1jkCPBegA51VV4dmGytS6qN3S6zDiAXLQAWcQkRIh5m5vyADk0BsE9V4LrFmipAtoB5DiOezIEpinPrgxBNTKEwHIDHNCq20ObKqE5QeBskMHWLTuuvdNDxwrN1AEDZBFDoIBR1g1lWMMwN20u81MOCSC3Tg+s08gWNoMsHIg02gBGwyCCuEJiUdc1GO+zrJ5BRogAmbdaVqNsM2payNZztnSHl1rVlxlka2CFCNQuLGrAv9EWMDW0JoAcuXfIA+S6qsGkA8h1RaV6o8N811xwz7JqA1+VF1cwkapU4FErQ1DGIrYKPFTwD4A7BtiqGtY1Kvt8hRAN+CcGWUKB+hmUMRA2cImF8ABZNwyy6OT2hkF+TWOTQS5qjUTV4QFkmUIYYpAboFXR11cNnLBphsIYxLJlkIuyRqpryNAcA6IMjFnICL2BEwAAB5D9hga0J/Gso9P1AEWkgTEIkq5HcN0ZfVs1DHKcxD0QaevLANkzyEEu/jJzU8s64J97EDmArS1qx4ozx8wlpvVCMx5EhrhpixjSuiEvyjgGmXLLNxjkdUnvopchAIBwkpIw9dVpU87WioCWsQK8I0NotKx1BT9409Z1s2EDgTLIIgLvsqyqcAMnvlqnC9CzWHsGOVgZQtyRIZBO14I1Ol0mGWr3/FVVBRZxKB45F4vAGWTQpFTAOT0Yx7JGVzDINUksFBOwusMgh/iuuWjAv1IwDkT6gycXvGFZrbYQUqB2Egs/vIYFLLFoDza6Af/+4CmkeNOk97pGo0H2jgGKGGQRmpZVJhANg9wCLQDgTs/qGR8AsGmKtbWIBUckHMhc0mYe5eHlBhAZpb1OV5cwloO7ck2XQZacvifrdGKrIlAtKxcAE32ArAoox7ImzunBP4dWtVPLfOgyZKB1xdSyRoZAEovKPafWsY6JAaxxm4HTFAapixQxuAPIBLTW0KwF/0ALkJcrejcT18gGAMyNywqycUgm4M7pgRhk2rS5uMyyKqWATiOb0jZsnS6XLYOsvQa5D/6bZq+aGGQD54PsNcgh5gUAQvbA/6VmL8Ghasq9rmr6mvtmL8qNh9qkhzYPoxSUb/byEosOg6wrDR7JnsQidJu3bm6mYZBbEKm1hrWWALKQBJAdOy6sCfeZRDc3DeOgpz/svAHIr3H4BqJEdhhkXUGExrLKDEJ7gOx1uh4g04vTA8hRhNpaJB2JRbVyU6OC0+kSoBLCdpq9iGVljEHKCKpSzchi6UqMWZdldWXtIJlImUCyrhVaBc1J5pIkfacH38g26DayFQE36Yl4wwqtgOFu2lyaARYoavdcOh/kqMOyNmAyxE1bxOC2tV6CqmAQgTEg37AL841sKWOwdQVtLFhbI3751/7HQsQdEGkJIEP2QGTTyLbh9ND1CkagdmGtBtlLLPoa5B7LKhm0ECSxUC63ENcRwDHI7X3zdmFdJrLLsnqdLjGRxCAHWYly0TCRdQ2DPkAWsi3Vk9ODaEGktuHLEHo6XQeQNxhkr0P2Egtb1y2DHOI64qJZH7SGdXuX53jeaJBf4/DApJUhKKS6DhAgJ5CGmvC6nrMAwBxA7s47V25RSXgrsfCNbHGoMgRh29x0CQU3yjimRrbNsb49lrUIWYaQkBVa1+nBA+SUGGTPsjYAGR2drmeQQ8xNxJCoOvrqEsbJEDI/Hta5IXgGWTLWNLJZFbAGuTuUQRGIbOzCnATLs6zL9RJcANyB/1p3ZQihgkgvsTCAJlarJ7HoMMiNBrlxsTCwQoar0+3IEKDKvp8u0LCsSqlOIxvdN2l0uECLd+QjyjSVmO5QBqU7DLL309UKtWP+g1xHXHidrlEdu7DoMoNsjSXdrgP/tW8cDfFdc8G6LKvtM8gyktBaNwc3Iei+WaWgtAW3AT+T6GvH7QaDLKV8wyC/ruEZ5EZi4SZ7RQE6PQjrO+adhtMxcpxd1ulqTi9gyhliQQti5bSsMrSSrxsXLTadHgTJEKI47g2caAAybxfD4O3CeN3XIDMCyGmawCqLyjggVnkG+TJADtLCSERUqm/G+hYwzpqvAchOhmDcxh0xtAC5Chggi25DlJvs5bSsXobgcyuKom1UcSxr0DpdHvWYSJJYiJ7EomsXxlwKfiiDtBo2xLwAkiF0c9MVtOUQgkE4xvsSg+xApJchBKtB5qLNTenGMaDLIPsKo6oVuBTQ4LBKQxuaNsdDfNdc8GbanG7GuosNGQLQMshdDbKwBoyHC5AbGULH6cGvGZ5BbgByJGFYe9+E0WGDf9ZqkD34Z28kFq9/NE16jsWsV4EC5Cht5tTrDssKxsHsZQbZOp1uyjli7ja8plQf2ALZMMimZVl11WhZG6cH38jm3BC6EotWhhAgiJTxhldwCeUaK9OUJBa1O+wYl1vaWU+4Z1lDzE3E4NYNAnG+rF6nmyZ9Btm7WEjQ1DIAzdS5MAFy0vNlhdHODYG1Ol1vF1aXTUkRzpqpcXoIUYbAxQb4J+spIa9mkNFhkGvvYhFqybfr9OCZf8MhJAfnHIwz1MpPo1OAADQTsEp3WNYAn0cAYGyj2euylrUnsZCyYVmVsYhDZ5A7uflSfZObEA34J52uQA0G1OT0wK0Ns1rjwje6Eojs5+ZZVn/vpIwcg0xNsdyEbfPG3RpnHYPMmG2qS0IIWG2/7sdfSbwByC8Qm016rU43MJa1a36vWqcHy2Nwt0h2vYK9hDXlAsKdqptmryiwBdIx3JKbnnxEdwCyrS3W2pXqPUDu6HRN6Awy6s6gkAKatY1sVrVOD3CgKu6sJ8w5WwTZpCeiRoZAllotgzwYXB7rCziJhVKOcQ6bQe6OviWdLrGsjU63agdOdEGk9y61nIcpQ+jl1mWQ2SUZQl3XjdMDuVhY0umGCka68hHP/BveTPvq2YU5iYXmvPWcDVliga7Tw+Vmr14jW61JcsGIHVfaILIqzHfNhUvN5ea0rKzvFWwt2S5yJ0Mwmg42wgZ8aMOmBtkzyH2A7Blk6eQj0MQg88D11awjsTAQ6C55MnojsXhto2nSczpd3+wVBajT5dBgrKNB1jWsyCA9Q1y1ABnugU07Jac6VAbZAWTBv4pBTvoMstPrDvCaAGSZgqNqFwldtSxrmpIG2UksPEBOOyfusBnkqGlk094xwANk7xXsGOTKAX0PkCttEIXshiCTDc9ZL7G4zCD3/HQbDbKGDXXDvuSnS6wWFxzS3Qtf1fAg0oA1Ol1hTLhgpOuDXGsAFsawptmLCdaASO8VrBl3Ol2Sj4QtQ+gA5A0GmUverDNaaYhIQjEGq8gNIQqeQW5lCFfZhVlt20Y24WQIdftMshCrNS4aEKnMlcx/V2IhIwnDW+Zf6LBt3pgQYNAtg9xBn1LKNwzy6xqbo6aVY2HDa2TLwBiZpnclFloMIJ2NW+2mkgFotHYpazexVu8Z2ALprl9w3eqrO81enkH2LKvXG2esq9P1frqB5QYAMoZA3XScE8tKz1eSxMQgOzBiG6/g9sd54/QQ2DMJ9CUWqnVDAAj8Ay1z7JnkyAHksm7dEIJktTpAS3+FBrk3cKLjFVwpKosGKa8AnBVat0mv9UH2ANmXsxsrNO7BiGPrQjzUAM4KrdXpWstgDL9Sy0rgn7upZbphkEO2QvNAX9f6khuCEK1jgKkMeNQ2smnzGjTpdTTIjQyhk5vWuuP04B06WpbVE0MhRiMfMZddLLxOt5VY0CQ9uPvGQ7YeBAAuwZmh3KwA7+zNkYzeAOTXNTZdLFSobghepys7TXqqguZZA5B1rdtSvaDvSTuPQWupFVhuDYPcH6bhAbL3Cva5mUaD3IIPP2AjuNwAx9bVxNQBZBfmG9mSDFZ3JRaUf6INrKXv542fboC5iRjCAWQPIg0EOO/YhW1KLECHtcZzFoECZLGpZdVNI1tjF1a2LCsuWaEFDJC7ILJhxwWEaJ0eujIEcJAMwWgobSBNwCXf3iQ91TZ7RZcZZF1rkiU4uzD/TAbNIHsta49B7shHtD/4aEg/TMMxkdKGzUS2ubVuCN1mL6tsCyKFbHS6HkSGrNNlnINBkwxh474JKWCNbdbIKIqpqmEMtNIksQg4N3DZ5LbJIHvmP7R4A5BfIC5JLBomMrAF0jHcUvZ9kDUfQHB6caxqJ7J525+UdUBkqFPLPEBmutfI5v10k5QkFg2DXHuA3J5Sm9xCZH4c0LLGjywuYJwsJkkSwFKTFwBY5/QgGQN8R3PwEosOg2xp1CgXrQzBA+SqrsA4aQqtqmFsO3AiSHaEiysYZGpk8yyr36y10h0rNNekF7LTQxdENoNCeI9Bbpq9vMSCcUDp14BBjjpTAjuWWvwKDXKtSNvqJBbeBzlsgNwdynA1E0mfk9ODZpwGb3hnlYCBlneheBGWVUjZHGyIQQ67Sc+zrFbby4NCBIH/hkSIZONExT35E3JuTIDDNBIL/gYg//8jSl0iEUnTCKBCBcgRAWQhOqOmNU0tY4xBRn2v4EbL2mFZWahAi7Fmw+7JRxo3BMcgbzg9JB0rNDj5SHDMP0DlbN/I5mynvAl+usGymo5XsKleA4DMI3BD194wyBsAuTvW12928IyW0TAyCrORjV/Bsjo/3U0QWasa/lXzEougNZGd3NomPQLIHkhe2cim9WvgFdyVWFw9tcyDSMrNyRDcRLbI6PDW/05w4QHw5bG+XJJdWLeRTXckFsREhgsNmBDgTLscrmCQdcsgCyGgmQCUhrFOhhAw+AcXYDDQXX11xyvYGtsQJVK4KYEAmPu7YA+kAOXGNIyxMFY0eQFtbr4iGkqE+xYEFIUqGvYYCNhPV3qAbDtTyypoJ0OIoqg3shhOy9qTWATtOUsToppGNlV1GOT0SqeHrhUaU4HeN8CxrI791mbDK7jfyKYdGBbUjUn/rWsYzsMEJJcmsunG6aHx0607frpehqAUtLaQRgXNsraesx78C/DuwIkOy4pek17gXfVC9odp6BrGMHDBwBjrDZxQtQPIznNWGQeQo0BzYwyMtw1Rm2Ck5/Sg+hILbZ0MIcQ10oU/wFCpvu+G4MG/cVItzjk0F02THre2FfqGGEy0Wtar9NVdBlnIxn2kBf8B59YwyKbRV3tewMtHvP2g4IIqNuj0oIS6lgDuUKphzWUGmQtOPvk2LCeLNwD5BaLUZWPxBnSt0AJbIL0GmZsNlpUAVhSREN5PZGNXAOSWQQ4sN6CxZjLGD0EpYUA5N17Bpt/IFncb2dxmHiRAdhpkwDPICtY1T3qvYG8X1nQxg0CktRZCq3DdEER3slffLswD5NodzKq6ajZysgtzLhah5sYlRI9l1Y5B7sgQdEdi0dMg68AZ5AjM3Tdr4eQjHFz2BxcAjkkWIEarkVgErEFGq+20ptvsRZ91GWRda4hIoHY6XeOdHkJb/7vBBZgHWhtTy3yTntchNwyyfj0YZM+yWm0vaZC9G0K3Sc9b2GkLxyAHnBtz7LgxABgYay3svAbZV0lFh0FuvOJDzo0L2r+1hUHf2lJwAVhAezldIBHu6hVQ/Mfv/Uf8h2/+h+ZrEyrL6r2Ce8M0ahg+AUAAWdcKyoFHzyAnHa9gr2kN0ulBxOBa9RrZtGOQ040mPd/I1gPIIcsQhITwVmgdJhIgfTWwodNlbmSxG6HKrYUNFWh1GGSSWLhGNskQOYbR+3OXZdljkI1j68JlkEXDslpjWxDZsUJr7MJU3VISRqNSBCKDLYs6NgugUj1ZoXGIDsu6qUH2LKtywzS4m4AZYjR6cH1Fs5cQGwwysXVW60b2EzL4BxNgsA78b/jpRhJ22a16psYAACAASURBVIJIzp2+Wqnw7fkA984ZWFeqB9A0fInoCokFp9yMdoNCgs6Nb4DI9iPBCSA3VphCwrJWjkY/H+geAPSb9JxUq/nInUyVUYgRzv4c8JMSTtwY3sAN3Gi+ZipQJpI7KzRh+8M0nF1YFMdQqu6wrF6D3AHIITPIMoHQqrVC0yWMe5niOCGnB93PrQuQRaj3DXAMckeDbN2IWEY2b0DLIJdV2bBBzZhRN3AiyBCXRxZr5/TQyBB0O3CiZVlbDXK4Y30lGByIdADZuIlsVzXpNRILpUmGYDVYFOimJjoMsh/fa9opbV7LCjh2PCKJhfcKzgIvZ3ubKaPbRrYGIEeiWUu00jSO2el0jQlfYkGHG+tkCH0G2TP/PQaZC9iyM3Ai1LUEAJgAYJtSPdACLMEFjOk26QnK35jmGQ66kc2tJ9ZYYAMgexmCfy6ljGD8N7jc0NH1Bhf+YHPFoJBmvLuqERA+fiOx+JdEY4UW2gLZeAVvSCzQ1yA3AFlfZpBZ4FPLOOpmUyYNsnd6iHtWaC1AbkX/QivS6Ya4aXeGaTSOAeDgvJ1a5qUVZV12Gtlq1MaQv2eo7EF3ZLHyDDJ5zjYDJ1QrsWgZ5LphIm2oWtaufKRp0us7PTSNbFqBcQbDWFvODpmtc5pBgEAkABjLwGVHp9vzCmaN56wfghLkOuKiec60uTSyuCsfMcqQGwLnjU5XGg2E+kwCAOcksTBowb+4WobAeSuxUI1XcKBrCdDx0+1KLOgjIQRg0NMgG8ZII+RZ1lDfN4CY/4Ydv5pB9i5UUggY59LUkHaB3zcG0o5bt7f5aCb5BiaxeAOQ/wXBggfIekNiQQxy7AZOXJJYdKzQvNg/SKcHEYNb8gq21joGmXJO4gTQ6PggOw2y6gLkGiZgJrKVWHg/XQnOW52un4LordAAkiEop/cMVmLBWhmCMY4d3xw44WUIdQ3vOmhrb/OmwmaQG4mFAayGBesdbLql+kanqzWsRdg6XS7BnMTCuvfJN+kBlxvZehILByJFaGtkN5gv1Xea9FgrsehZoUlvhdZaDwZ734BWYqENrL2ikc2YzrQ53sgQlDtsh65lJfmIbbXj/pnkvCdDEF0Zgn4ddLqOQbbWeQV39mbPIDejpmXTpOd7bnrmwqEF62iQN1wsfAWgUtVX/fQriYD/NQMOHShAdhILzk1Hp1tCu0a2OI57Tg9+04s7VmjBykcAxxzQ9VlDVmja1WPSlCQWHvwbrcAZIByDbK2FVCpcgNydNuecHiyIifRAqwHIVaeRTdNQBmFCZpDlJZZ1c2RxY4VWtRKLrs1buDpd8vYEvE4XsJZM8H3ZsHF6UI5B5hxWG5paZnW4rI+I2ty0gbUM1rYSi14jm9Ju2tz/y97bxmzbZWdBx9rn9bxTaj+I9m2a9CMtoUQaTWw7qSB/UEIsKMWERDu2hippE5NKDWishjRQo40m8oOkJeIPBattmhh0IiMlmJIoAnYaojJtqpOp0I8EJrRC0bbvfZ17+WPvtfZa+9zndV/P+zzX86w1864yc9/XdZ73sNezz49jH/tYx+rtmLuFXQnNsm4g4uboAA+0LpdLz7kd33rXMtuRLbaWteXGlcHCMhqJxdyOubmPNO146O6OAEDFgMjjwgY8gNblMpweSBnkwLlJAWKtYJBvplEaOz4Y5AH+SxKJBREDCv7HIXlWyjUZJT4AyO8j6CkoiOwMcqFqdLrvqQb5Qx96xzk91A703zHWgyKxCAlIrGOAsQsDGoNsJRb7/oRSCJu8wGuz1ArLss4Si86yknV66MzBe9f3XMOJp+jbokanK4VsZw0nnq5PwMXYvFXGC95BURc2ZVihicaRuYGRUhoDtGJZW1U9t4VNVE2knTej07WNCzS3vQFklVh08B+5mUbbzmYnsRCgVS4NRMo9t122vrC5Giu0wK/P3pTByRAERHbHgMGybg1E12o0yEGvSUB3NrjyYWEjDLIUNG+Xi+p0tUg7+sIGTRrDc5HetoGZDfh/oeB/k26jkefNLGykk6qEMMiir44Sge/wuBFWpysAuVeKAnAs64c+9CEnsZAXutUgl/2KPU1ThlGhLd3mpJDtureGE4VZt3y30Drdy8QgdxBZjgzy03tPowL4+oR9l9yC3s5llljUg8RCNcjvvQdSgNwYrS2y3rO8GEV6wiCDBtCyMoS6AwUKImsVK7RgzxGJ/kIDmgZ57/faZov0DINc+la9dGRrLYuDzhtgtKwnVmjGT7fYhhMZCtksiNRmGu3QtnU3hOsAyDs1gCxNiEJboSmIZJWPWPcR1NF19MXlYhjk/t6OuiAFujTGSCxoApGGHd9KUQ3yYJADzxsVoEtj2i7bUYMs91uUCPyvGTdKVIAsEgvaJ4mFB8i3GOTt+oQadYVdLsYr2FuhSbc5bTjx3ntjt2nftfgkNoM8AWR4pwdlkCcN8lOV9rBBcysX3arnqwDlEys042KBvdm8vag7EO1ekzDyESkMZSa3ne2cHno7Zu4McuEa94Xdm2mMyvPJLqzLEIB2P7ZmGhtqtwu71Bq3UQjQCtlEpzsVsgmInK3QWqMQxN6xAYZOl5sbAuBdLGYGuVJzekCfz7CyH8BY2PFhYVNKATPjV586g7xdVGIi7+2wJAngXCx4KtITgLwC/1tNoK92DPJCX40hR4sSD/3XJKJvJKKfJqJPEtF3L45/BRH9GBH9dSL634nodz9yPK8rSCYxGjtiJBbVSCy0kO1zPgf85HW6BOCFcXookQvZtqmZBu/YO0B+0W3ppE/90/VpWKHte2NZQ+t0Z4lFVQZ5ZlmdFVpnWUO/sLv/JTCKJ3cm52KhfrpPptvcXuN7zvb2qQAUCDOTLs7KVnyjkCISi7b9fal77C1fanZMdd91MbpyenBewb1RyIUDa8eBIbGox65lM1unAPn6hL1WEHN8MDLJEKzEgqv3CubOIMuuYthnCTAVsq0ZZHlWXnoTFGC8t8MuSAHPjk8g8tKfE7KweXF5oRrkTeYtdJEegVq7vKOLxfZZxiAT0Qbg+wH8LgBfA+AjRPQ102l/BMCPMPPXAvhmAD/wqPG8zijXK64RZQhlA0BaKQpgkli80zrxiE73+oRLIZR9AOTtGrmt76YAeVe7sNZwYtmRzQDka60o4LgP/m1s1SvLeqLTndsxN0utyODfSCx2k5vxCham7unpaUgs9it2raoPek26QjbTdU5e2JdtgMjdSCz2HTW6iwUwir0WDLIt0qvXOjTI3cIutHwEUF/WajqyWfBvZQhlKx1Esup0w95vgBaP3rJCGxKLxkRybc/Udm7k3Ip2VJ0XNpfLxcsQBPwDwDUDiBSJRVU3HAlhWUVq1xak/V5kYf4j51bas4QBgGDMs4bEon6WAGQA3wDgk8z8KWZ+D8APA/i90zkM4Av6718I4BceOJ7XFmW/xpUhbO+g0HVokKthWXuraRHC1+sVmwHI0rI4bG7lgo372J9aZy/pWqY63b66bo4B7c/46am9sOseV6PV23ACUB3gASCvmmlcn1Q+EpYZsTIE13Bi4RV8vQKSxl6VHQ+r95wK2YDuFWw1yLstZBvNNAaIDDpvAEClNZzY68ENQWQIzE2KUC6begVXbvdb+K164jUTWTwTqQxyL2Qj5uCOAUODzN2lyOriXbHXdmla1lrBYg8aGmi1RiHt/22gYnITm7dddLoDROrOb+R5oy77qc0Nx4JIYZBll/SFYccvNYcGWZl/JkcwaqOQz6IivS8F8LPm88/172z8UQDfSkQ/B+BjAP6N1f8QEX0HEX2ciD7+6U9/+hFjfakokXW62wtswiDXCmC04/zQh94B9rFKu16fsNEAyE979Na3ptuc+LLyhm07NtNoOt3RZeipBm/HbN0Qem5SyKDbT0/G6cHkdt2ja5A3U+wlXefW7Pj16Qq8GAxyZUZB4O1s20lvF4nFIKnK5gvZmsSCHIgsUe83wDQuODo9EFHTE3JtzTQ2022OGReOrkEe29nqp2vBvwGRpYgMYce+t92o0Cwr+a164Bz8b52JJGZQCgb5ogxy26ofh8TmbXgFG5s36aQXGkSSkY/Q0ulBNMhWX71xBna8qHbcFjIDplGIsPxB4m3/a34EwH/BzF8G4HcD+C+JjjPMzH+KmT/MzB9+99133/gg59j2yDKE5hUsDRkA6MP/nRcfchKL69N72Aqa7yWAp73GLmRzHdkEIHuvYPGIvF6vzitYnB7CPhxpMzrdexjk9mfSjnmrga2ZulsAMLGsJjcBkb5Ir6qlVth5K02jW4iNzdt4+DsZwl57o5BWyKYMcmgQORjkURDVDslW/V53cGUt0uN9Hzs2UZ+TQGfHRYbgGeSyFdeRTbeza2vfDCA2yzrZhQHeK5jZNNO4HJtp5MhNus15oGWlMcqOAwr+w4PIvqtRUYAFyyoSixfG43mrCSQWIFc46lwsLt4zPko88l/z5wF8ufn8Zf07G38AwI8AADP/FQCfA+CLHjim1xJlD95wAleAgdoZAnn4v9MlFjvLdvYTto2w9W21a3S7sO0FiKVN9toNQTTI1+vVtGMeHaIis6yzlrUyuSI9ZVmvV2OFdh1FelG36l2RnpVYHBuFSJGeOgZUBkWeN2GnCk8M8omLRWlWaM0NoXlzx2eQmwYZExN51OkOBnmviK0dB4bTQ8XaDaEOOdq2ESoIXHfd4Qm7IAUG+OeFBnlikC3LWrTbXOB5o1YYyyyWiuPQdukez/uiUUiGZhoiQ+gLmwM7jpkd744ynENiAVSdN6wY5M+iVtM/DuCrieiriOgdtCK8j07n/C0AvwMAiOg3owHkt6+heCa2/QqO+gDZXqBwZ1f7lrxUw77zzjuu29zTe7/WNMjdxeKp1s7WBX3wlwsKD/000FjW7XKUWDxdn4YG2fogRwVatq2vMI5dXz1X+D49WYnFsHkLW+zlOulJ45bGIJfSdHai0xXwX/t2dgP/rAUq4YKkk9cMkNth0ekCYoXWbN7qtb3gLzU+iJy9gq3eEwzTlMG4IbAUskUGI9tgkFd+ujwYrVLECo11AZuFZZ2lMXJNSm6tZfFkhRY6t7FVj9VWPfsCRFYNcjaJxcSykmeQL9uLUaSXRoMs2nE/b9oo5PpZokFm5iuA7wTwowB+Cs2t4hNE9L1E9E39tD8M4NuJ6H8D8EMAvo0b/x42pJCNozLI1jHAgEgqwDsvmgZZGOSn61Mv0hsSi4332CBSGWQBWr5ITwHy09PoNmdZ1qgPECoDRKoGeSpkExD5dB1FehkK2WhbdJsjp/cUlrXuVa3Q+NpY1qZBjnpNduszQnMBgPdBpkIKkF23uV6kV6JLLJRBNkDLaFm58qRl7YVszLEX24Dfqj9hkEc75qFBRq/ZCHu/AcZPF8MHePJBVps3w7KWawINMhUQ9tFtbsGyinzEgv80Egs0pwee5SOXKbfLcOi4iItF5GvSuFi0NtojtxcdT0WTWDz0yczMH0MrvrPffY/5/ScB/LZHjuF1h/iy8jtBHyC0odCRQS6Fmm/izrqN8dSt0AQgC1sXlj2wDPK+1ukKQG4uFgMgKxhJwLIK0KrV+yCr08PeJRZP6CxrY5DDbtUvivSYfVX9KN6r2EjYul3nrUR98HdWpxRpWbxwDOhOD3VveVQq4Kdd25+HnTegL7ib7nbeqhedrlTVby8aGOG9KrAMuyAFtADRW6Gt/XRl3lAZu7ohBH0HAFrTwEZiIY4IpZTJ5m1TEJ1CgwxCMYVsq6162dW4lIKKtqAp6SQWHkTOEgvbKGS4WES+JltulQHwmkH+bJJYfEbGYCKDXoi2HbNjkLvEojKuLHrP97BtQ2Lx3h7cc9YAZNEBHtwQ9qFllUI2dB/k0Ppq13BiaJC3bbhYyMt6f9r1zuXr6BIYl2W93+mBKzsG+SqWWlFf2KJvJEbd+VjI1lnWyrWz42IX1lwsLjW6zVuTIUjlOXCUWMiW77ZtrSCKqy7yQhcNdd0/8yhkdl7BhmUdVmh7qtzqQl8tRXqrZhpbCg2y1bL6bnPzs9IyyFvNILHoDV4WrabF5k0A8jvbCy1AFBcLCg3+abDjs3xEfJCDMciBr5SY0fSeHLogSgHyxCBfLpdWmd0vwvfeawwy1alIL+qDv1xA2m3OMshHne51twzyPtwQorJ1ZIv0hE0l0Epicb0CUqRXO/iPDLTKBUTQrmWAd3oolwLu29a1VoDQt+q7pRZXlLALUpFYiLuB9wqmQkDFAMhdYuFcLKLKtYCu9/TNNOYiPalpUBnCvgPipxt9O5u808MssZDcylYO7ZjDkiSA8ZzFkR2fbd7MVr12m4v6DgC6HK2B/4Ofbjk6PWi3Oc7DsuIGiBwtwktKBlmZfxNzsXaUCHwXxIzGIO9xL0QLkI0bAi1aFgtA1iI9YZCj5ra9MEV61unhaDTu7cKuHfzvcdmDs4YT5WiFtl93Z4X2tDMKYstHgMaqqgYZY2fUNtOoddYgAxszSlR2nAitUEi6zU2FbL0pw857L9Ir2o5ZXCzCMv+A6gZrNSxrnze1eetzJ4VsnMgK7dBtzhSyoQ5Z06Y+yKNILzSIXBbptUNSpLdkWVPIR5oGGR1oWRCp3eaeRpGesuNyTYZmWZsGuVbxwR+HDhKLF6bVdJLcAKtBHsl9NrpYfEZG03tG9mUtw8XiKgVRbSWq3eb66nrfd1BBa6DB3AEyB2YiN1BtY3ees9YKrbPmDURCz92jM8ilmHbM4mLRivTkwei7zfUHYXd62GqNCyLLwumhTt2vpJtjZYCa00ObtwoCgy5B7zcAo9vc2jFAdm24silkay4WWw1szweoTrctaSaWderI1nS6XYaQwjFgeAUP5r8dktzU5u3ScqO69wZMiM2Og4wV2sQgdys0BciXcrRCo9hAi8CoTMCJxEIZZNNM48IZrsnuYgE8K7FwGuQUuflW0yvm/wOJRfJ4qhk8Z7u0YjcSCxrbGNKJx8oQoFZogRkt2lBUYtGBVr/RFERaGYJILJ6uQ4YQlfVx7ZiHxOKMQZbyWt6rejyXsNekFLKhdXhEZ5CtVzCL9IJRiFSGcI1epAcMtm7hOVuoOL1nk1g0K7T9uneHjqCLNmDpFazgv2/VC1tcSgGDPIMcmYksUsi2aKZRxsIG8EwkZbB5szKESfZTqDgrtGUzjdBMpO82t2xZ3O+3F9sL00wjgYsFqC1ItZPeGKv8LiTQi+3SniWwNm+B77dJ9rNsFPKBxCJ3iGNAWBmCbcpg/HStllWLvTqDDHSv4D24NVO5gFjAv2WQcSzSu1ortG7zhsAFiGSK9OpgWW0zDdl+2q+7Msis8pHALhamkE3Af6ti7oeJhga5F7IJg1yr+CAHvSaBPnfNfWQGWur0oO1hC5ionSsNJ6IubIDBsq7A/9RMQyQWlmWNXTS0adcycR8RaaTIENTmrQynhxTtmC0YWUljYIory7B5QwrmXwrZpOHEOKR+uk9DX63yEc4hQ2gSC2r324Id18LRy2bY8Qz3mynS47X7yAcSi+TxtMd3DCgzg9y1rCKxkBts3/dxkV6vqMyxt3zLhgKxefPFXociPStDEHa8Rp+3qZPeVKQnXsE+t9Yta4t8TYoVGqG1QIfvNidV9fIf6TZXrUNH+Bc2TyDSF7KJJrJ0Sy3eKzgD6yNNGeSlhuNWvUh/VGLBZiEUma0rW+vSuGKQt0mGYLrNUYZmGpNXcHNDM7lhsnmbmcjI8yYMsuh0bzLIQ199yeJiYZxVykKnKwzyO5cXxyK9qO8AQME/mI7uIx9ILD4z4tq7zYW9EKkMltUUslmdrmqQq2GQa206XQQGI8bpYRR7NfCvAHm3GuSjD3JYJrJsRmLR2VSGy013BK7VuVhUDu7xbBlkFlYLyo5IM43KrahIgJa2mkZgXTxgZAishWzFsKxgOIC8dzeEfU9gF9Y1yCsZgjLI1XsF877n6jbHaws7rsMzfjNtfTct0gt8TWrDCe4Su3M/XV3YIIvEYoBIAEst62jHPHS6yiCHBv+j2xxQHEKbSSAL/tWhI3xuMm++RbiQdx8wyMlDtrPDPhxtMw1jqVUWLhaWQebrtVfVVyAq0CrlIB/hbocw63Qby9r/rlb1QQ4LtDoLCXibN1ukJ/NZuY47d2/G6+2aDHo7a5EetD0s4C211AqNK4gKdtpaB0Qproz+4O9ewbPNm2zVK0C+GIlFhmIvA/7P7MKGTrdpkMHDzi/sYhtwRUOzfESLK6/W5m0CkZHnbSr2Wm3Vq80bleGVnERiUYyWdQUiFSAXa/OWRWLRnum127NKiEOH7NhcXhwbhYR9BwDtfiHu16SXWJSexwca5OShVmhRL8RyAbEwkSKxKGunB6NBxt66LpUaWF+tFfVeYmFt3kQz2HITna5pxxx4YQNIIZsA5AYiiai9oK+jmQYKYSdSBrnJR4IubCyD7BpOtMOlDCs03lujkEqEajTIYXdsgAEimU8L2RSMqF1Y1Z2C2C/sbWz5ziDy0qQxVmKxq9NDAvmIazjhGWSRWIxW08MNIYtXsPjptq16A0Y6+FUN8sW2Y5ZFW+RrsgMtsQtbuSEs2minkViQL0CXUBCpRXov9Joc4D9ybgRfpDcOfekXfCkA4Ms/78vf0uDWEfhfM2aoJjIsy3oZOt3rsAujlQxh34fTw16x1+Y5G/bBb2UIdeRmGWS1QnvyVmitKQPHLWRzLKsByNtgJG23OVAHLNdWhR/axUIAMnwhm7yEpZBNtteIfCe9pkGO/cIWpweeOrKJxEJbFvdGIeA6/HQjv9SMDAEqH5kY5C7pKqWoV7BqkCPPG8wLW/XV7Yh0QJRn5cUUshVhuUKDf4L3nD3ahalXsMwbgJKBHe+tplsh2wSQJzeErZRDt7no8yaaf6C4hcrcMOpipDEvekOb0M8Slf0c5+0LPucLAACf/+Lz39bolhH4XzNmPImLRVRGq2zqgzzrdG+5WGAfOt24MgSr0xUXC6/TdQyy+iDXYRcWNbfOIDfsJJ7Afqt+sOYMosaysoL/wNfkgUH2VfUKIrsbgrpYcNVrMvZLbaHTPSnS2y6didyrXsOxcxuayBU7zpWHDEFAZK1ajBl2NwowL+zni/S2VcviqEQC4F0snmnHXMpoNT0cOgIvbIT5xzG3eavet5rO4PTQcqsKIschYf4VIJviyiKC7AwAGX3ezKE5tygR+F8zTvzt7/s+fOr3fBMApCj2okmDXDvQmkX+da+GQd7juyEUK7EQP91m8zYXslkrNEg75uDgH4DqPQHv9ECFzHyadsz7KNKLz453gDy5IWhbX9m67hILiMczODYTaSQWZx3ZfEFUA//DKzhwbsuWxe3Q3ElvE50uV7ULi//CHkVDwFi0yfPk195r9nwX05SB0ixsxKHDM8iHjmzbsAsbfrrR500qfb2f7iwjbK2mu8SCc+RW+rxhsrDTd1zfGd7KNtjxDMy/uSYBcs+9uc4mSgT+14wT9Vd+Fdf/55cAmCK9qEDL2bytdboCRGq1xV7GDSHqg98wyHNHtnn7ad+tV/DQIMdd2AzwwVpcedTpAqJBFoBsivSiAmTnYrFwDOgSC2WQiXrDiYo9ujc3cLPYS+btWqWQrbsh1CSFbB38u4YTdt54SGNK6cVetYLFlzU8y8rnNm84kSFoO+bACxvYIr3tpk7Xyke2DIWjbqv+xC7s6aqf94lBjp0bwckQzKF5l/SybUOmBtmxCXxNHiQW49C7776Lb/mWb8GXfMmXvL3xLSLoGzVYbE3rCTQN8gtmlKgv7HIZDPJk8zYzyF6DbLbqw4L/vgKFBZE+N2WQn3bjYjFyi8uydokFMIAwjxe2aJDlmEgsai+uvEQuHHXsuAUj7bCAyLHlS7pVr1tuUXMDpq36RbGXdUPo3eZsO+bYL+xNnWNWbbRdo5C+5Uu1JsnNd2Rr37UfBwZ5u+BJNMhJir2glopF5WbAAvxbCzvOIbGgDv150unO77himmkMDXLs3EA82p/b3MizrK15TYuSoUgP1HLDUYP8G3/jb8QP/uAPvsWxrSPyv2aYoLIpIAuv0zU2bxZELr2C912vAL4aBjkqy0obykFi0Z4hh25zjkEexV5b1HkTEEmNWRwen+2nsHVqpE5ohWxPV+M5GzW3mUGe7MImEEnig2wAcmgwUobTwxmIVCs01ekOKU3YhQ1g5CNHdvyyXZrE4ird5owVmnoFB86NCDgU6bWfWsj23rEdc0kksRga5AWIfLLX5OSGENrFogOtO3S6L8rloNMN/SwRCzsQnL4CIzcByNbCrswvjIjhrkkKPVSJwFdKoNiKauqYg3dkozIYZOMVvGJZW1tf6/TQbrSwdmEdiAAG/E/66nptjFDdq9Eg19EiPCyDvPYKVg0ytWYa0v2KqGlZ677rTkHkeQNGbqutemavQRaJRVU3hKD3G+AkFuonaz2eGdhZZAgisdiH3i4yywoCTgoQpQOil4/0XFSGEDg3eWGD1oWjGAzydhngfzg9vNnhvlTQ2G0DTSBy84VsTTs+SSxCz1tPZgX+i3/HXay+OgPLurAeHIc64dMX1hdrPZhiYSNFegRMraajRuArJU44Bjk6y1ouIG4gatiFeQZZVtdWgywM8sZ7XNaHFgAZE0CuQ4agudXa5q1WPS9c0HhBL72CJwaZugyB9zqKhsLOW89FtrN5AUaMBlk7e9mt+tDbottofbsoZLMM8gDIDOw5XtgzgzzbvMnzxHZkK8mK9OZF28EKzTgGUAbteL8ARae72qp3Hs+St3Zki3y/ycLm6GIh8zfAv2VZE4BIDA0y4Id6lFiI8tgwyJFXbTc0yFEj8B0eKAyD3Noxc2CAvKHU2wyyK2QzDLI0ZYic2wDIxgrNSCzqvnAH2Jvt1AaOyyBbgGxkCFqEQb2t71Ws0EajEN6DM8hAA5Hd4GDVkc25WNDQIMs1HLpIbyVDsEBrkiFw/4eoSSy1BPxLG22r03XtmMtgOqQ93wAAIABJREFU67SZRnAQOTxnPSCZtaxbKQcrtNBveOnuuNjOFnZcFqQX44aQRYbQajWA2cViliE0h44WwiDHz00IkpeQWKQp0qvAQoMcNQJfKXGCtotzFtjqHleDbItqTEe2FUDmyuL934r0otuFdZAFGgC5LuQj2mJb7r+6D9upsCzr7BXsX9hUyDPIIrG4WoAcNDfghK1rh2Yf5LJJO2ZW+UgKJhK2UcgkH6nSsrhrWWs1zTQi5+a7XwGGQe5ewbYAcdYgh5bGdKeHlYvF7Ke7ma36FM00COrQgbnV9KLbnNyMWxIrNAhRcuJiod0dpf05bCFb4GuS+lwtugTK7/Lu04JfJGHHiboUjYBp3qJG4LsgUGwFEOeHGtx2ioravIlZ/1ykp04P1RbpXVGruCEEza0/tAsNiUWzyPUSC2WQTaMQVrYuaG5SIX8AyANo+WYavdvcvg+9Z2QGuWzGCs3rq5WJFKBPvfsV1xyFbMLWnUgsvAxhsOOcRO85zP39NakAWbrNGQ1ySSGNKSBxepCHhZU0wTTToKHTLUkaTth5W7UsViaSrBsC69+HDWWQj0yk/C732zuXd5RlzdIoROYNkw+yY5CpzaO+H5IU6Y0GLx8wyJ8xQWUDuFXgqwY5KoNcNpB20pN2zHDNNITN8kV6day6o+ZG4yXmGOQTiYU8GFF3sBSyhc1tbF/XanW6o9jLg8gOtPa9bREgcG5AX7jNMoR2SHyQXZEeEXjfUTgBW2ddLCbwLxILLWSTbVEDkONv+U7NNKwGGbbbnGFZZS6jLraB8cJmtGYSZMB/8bttF2OFVqo4yQR+wVMBzP12q0jvcrESC2Ei3+RgXzZoSO1mdnwigbxON8OC1LDjNPkgl0ECAUBBGaSRzlvs3AqqLmxiX2MtAv9rBgphr/YdXCs2cNyGE0Rq86ZAcXZ6MC4WMABZAHXYl1p/QBQyXsE9N11dW4C8YJDDbq8ZBhkOjLTDBxlCB1rMWWQIG8TfcwX+wTCWbh38Myv4DyuNAbqsqft7rhY2PBY2ZbPseI6X2mxhJzFvZ1sXixwyBCv72ZYsqzLIBvxTpra+2pHtmJuC/3LR41k0yCAYffV5bi8uowAxh4sFKTt+YJCl8LKyLuaUZFAG+Y2O9uVCFm0orX9B5LH2CHylxAnZludasV+Dg0garaZ5Hyzrsy4WewXvw1w9ZBgGuRpNeHtQtP8ws7HP6n9Xd3UMCMuymiK9upJYnLRj5jra+sYu0itNPoJzicV7e3MMKCKxcCxr0HkDBtCq1uatHVKJhRayFfVBHi4Wkd8UhFGA2L+RRVtftIjTw8rFIrY0RrrNUQfI49DsGb/1XQ3Agv/A82Zs3hhlyUQ6dvyg0408b5OLhRmqykcWNm+SW+itfeoC5PYBFvGqzVsHwy3X/t4wDaTCxlSAGHqsPQLfBYHCMMg1Oogs22g1PTHIVobQvufxcmYrsQgKtIRBHrtQYOahTijkNMjc5433HXy9uv+NcKFewdzkPOpiIYeL07LadswcvQAR0Elr7ygvsRC7MLkupUgPtaqlVmgQ6WQInkGenR6Iinabk+s07GIbMLlZr2BfyCbPjct2GQA5gzTGFCCCTphIdR85MsixX/CmIIpo6fQwJBaDQc7RKKQxkejFXhZE2loU+TwY5ETMP45WaMogM6sGuUoxMDLMm1yTrbgw8qNBIsEQ334IM9cKooQZCfpSowJ0jZyVIcwM8rBCaz943weDHDa30XDCMchTM425+1pjx5MwyOBTBhkMPFUp0usgcq/idxR+W3RokI8FiFaGQJ1l5Wpyi3pNAm47u2qRnp832c3Rpgxch3wk8ptCmEjG2MHpMXctu5TStLxIVKTXgRZzeYZBNg4dKYorvQbZxswgr3S6sZ8lvnB0BSLrtXaFwlj4lDQOHfAkcg8rkaT+f3J75ZCP9IUNoAu36BH4XzNOkGWQ1T4m6AubNhSxeZNGIcwHDfI+v8BSaJAN82g1yGdOD0TYQa0Vc/TGBc4H2ep02+Fjw4nmy8ps9NWRHzjUXCwqr/10bSFbcwxoDHIaEEl1mrdR7OW9gkU+wsbFIvK8GZ0uefA/24WVy4Z9skIL+ywBem57A1pU3DzMWtbN7Dzl0Vf3Z+QJiBwSi8H85+ikZxpO8MSOW4eO0j/PDHLo56Tp7si+SG/FIOt7I01uGOz42x7PHRH4LggURoNc+8uAXkSWIXTt8e4L2ZRBrvsAyFLIVmsDkggsH3EMcvuKq5FYEE1uCEW7zUFf2EHnzfogL9wQqJCXWNh2zFX/R970qO8Py0QKiDIsq2X+S8/NFunF17IKoyUgsh1SlrWOhTUTNXuxPQdbN6yZ+v2nh9pvulVvGhdsKRZt4mJBh6KhI8t6bMoQPTeRxmDupDfVorxzuUBmlVbUZbQwOt2DD/LMstJgKnNokOVZIEV6R/Cv1perIr3IYRhkwC9sokbgJ3OgsC4WqpOMCiIJhRQ9AmgYw/kgXxcM8l5VpxsWIJcBkLWTnpVYlFakNxjk0gvZEjUKgRipiwyhHd7K1hpOXAfLOtuFhWYie7e5utCyip+uc3ogAvY9yXZ217JWWktjTtoxU3RnFcCzdZMuXp4n713P2zGHBpEg44NcHHCSZ4qyrBfblCFD17Je0IUbDLJzH/Ea5Ni5nRd7zV7B1KjWdiyLBrkXM89rFG0U0hlkAul7o6TQxQNdq3Ww54saga+UOKEuFrtlWaMykaMdszYK6SyrLWAYALn/HVfTkS3oC9swyMy2X72RWBzASEHdE7RjPjDICys044YgQIvNVn3oh6OVIcwFiOLQIRKL0l/YzLrIi/9SqxODbJh/BmrPYzMNJ8g4koQNIhTsvZBtyk0Y5KdR7CUgUpn/6POmLhYnHdnkWUKbduZM07XMFFeesawAsNFmmMgc9xuApu2fPZ6tDKF/ls18SlHINgoQeUKQF62FMgBZwX+GeSOVWLSPgeehR+B/zTihhV11uCHEBZHD3gfSTKPyoZPe6DbXV6W2kC0DiDSFbPJMKFQmBpmGxGIPvlV/IrGwLhbM3uaNxQpNd60CP3BMIduYN8MgV2OAXzrDUM28RX7wY7ghVG013Y409wPrgzzYuvC6eMDLEAT890OHlsXFNNNIASKtD7JnkI9WaGVY+KUAI42JHJ+PLKvq4rdNL9gsxV5tQSoNJxYM8m4ZZM+yhr4mMeRamGQ/khtrHvavcuTWfJAH0RU9At8FgUIZ5LFVH1Zi0beyAdtqGucaZLlKbbe58CCyk4vUgbxs63adrrywSVjWfVcNcth2zMbmrRV7nWzVK4O8qQ8yJ+midGg4YRhk8NjybQubmUEOer8BToYgj9RiC9kM+N+2sVUvDHLoeTPgH/OuxtSOeSvDcovSFFcOts4OdZZYbGUb0pI04J/XDHKZGOSyaS4ly24UTLHXIjeVIZB1scik0xUNsjkkEovKLS+QEnU5FqRkNO6xhyoR+OkVJ5yLhTxUohbpdbcAQFaaBN5vuFgIg1yNG0JUEOkAMqPiBQBT7HVwsZAiPQOQo25nOw3yAP/WxcLqdB2DnEHvqRILo9OdGoVY+UjTV+/pfJDrBCKJmsRilsYASNJMoyijJS4W8taQ7WxZkL54MdwQKMUL2+Q2M8h0tEIbzTQS6D21a1kHWiZmF4uyWaeHBAwyCNqOGcVJlGb5iNXpUgqATAb8w3k9yDXpNMg9BvgPfE0eRdVvZxgvEZHvgjhhNMjiFRz2pWZBZGWgXFB5kljU20V6cXMT0CEgUljXwbJaGYJaodU6Kn+jMv9OPmJza4cLlQlEGga5SvFJ4AdO39mQtr6Aya0zyKpBliK9al0sgs4bgKH3vOFiIc00ymjHnEViQdiXEgttOLEPFwuJkqLYC4A6PXgm8sAgb4ZlzQAinc3bBP5nDXLZhm93hq16YZD5yCDbQjYi6lZo7ZjklmFh0z84TKkSi8rT+Vnutwb93cfgEfgOjxMKGOsev5BNtupLL+CiCzBJLHhnwyBLwYPpyBZ1O9uBfwMiJ5u3oWVtVfW874Mdj7rCnhhkvTXtdrZlIru+2rVjjvzEcX664xoFBkC2L+wKmeQsYGTYhQFjLqysCehacmEiq0gsIs/bKPaaJRaS29PTk34+NNMIndvEIFsmsgwyAei5Fg9GQstHYIv01iBSn5NUQJQoN62zIcA4/gCGZa3W6SHTroZokI9ewQKQJXWiYZWWQ1+NSWIRe6zABwD5vnAMchY3hC5DKO8AwCmDrP3dM3SbszZvTGCIDMFs1U8MsrCs4e095QVFkxWaYSJ9l8AO/jlLkd6Gs5bFYmHnJRYFqKxAK3SR3lTs1b7yQHkUshmbtwwFiOr0sHAfkaYMPY+La8ecZWFjLOxuMMhLz9nAt9uQWHRduC1kE6eH7pNfSjFMZCYLu9IXNuOQapCtV3CyIr32svL3GnB06CAYuVoG5h8E2MLRBBH46RUnFDDuVwWR4f10u8SC6YV+bT0itVWzPAh5yEfCvtQMiFyCkV6kVw3wqF2DzdGBFsk2L3eXn6kgSgrZTDMN6ciGFKwPGX21l1ioTnefWNZqGeSgizYA8qoCjvZ86oZwNcVeWsgWfMcGGGwd0/qaxJBYlG0AZCn2Co0iTUHUmYvFAP8XzX94BUe+38476Tl2nDrwEteVmkX2IxrkNctqQWQu+YgtZJsWNja3ziBrMXAadjxXBL4LAoXV/mSSWDBQpdir0ADIbBjkTdiEPX6raRqr6sp0KGQTne6VB1s3WNYMD8f2Umu5eX21FukZDbI0ClHLvsCpgcgUjy626tk7BuzUmjgMBjlwcl1bxyfMP2DaMVubt+iFo4CCkbrQ6arN2y73G41GIRk0kSBQb6pUee2nKwC5yRAmDXL0Z4m531b6arFCa8+NCUQGB8hnTKTT6Qr4112NBO8Aw7LO4F/bndfx7OTpmowtW/Aa5NDvqx6B74JAIRcdj0YhcUGk7TY33BCKAciow5rJFukNK7SouQ0GGQsGWXW6KkNoW3CukC00yzoaTkBBZDukEos6GGRpNZ0C/FtN5EKD7CUWHWg1T7j25wlYVsYR/M+OAZetDH4o+q4GAIgWfMGyKogUnS4ZiUVNcE3eKmQrR+14ro5spCxrxdi1ACYZAgnL2tnxFPUM046NGas006g2j1k7HhyZyeiYyUssZh9k810K8D/bvAWfB+ADgHxX6AuMGVAZQtAXtpVYAEOnawAyV9b2sLZID9cBLEOGya3ecEMY3a/EDSGJFZo6PZwwyMbjuVB3Q2jdKdq5UecN0O3spYsF+SK9wY7vRoYQeN6IADSduzaTsE1Q4NlxZX1SbGfPYGQcEh/ktU43jwYZ6NfkKrfreJbQLLGI/CwxY5s9ni07rnaEIlPL0G3OSprYj1NyEythwlE7Hju1wbIe5CN0BMh6LIN8JAEgniPw0ytQKPOaoCNbmRhko4mUlzV4AC1cRGJRUaOzdcYKDQzUiYkU5w7nFUzUChA5gwzBdJszchLgBsvqGoUETm7hpzvrq53NG0pfBQW35wP8vAn4F03n3G3O6nSTzJt6zvKaQdaCqELgTGyd0bLWk9yEibxsF52nLPOmOl32946A/5XTQxZ2HGbRtrR5q9bmTcB/hgIxC/49O67gv7tYtC+nAsQk89Y+v7WR3B2B/zUDhXkRaCFbdBeLTi5atk4lFmwlFpLb0CCHvXD1QYeuiVywdRZoSZEeGx/k0A+Qrq1byEe0HbNYoW3dCs3KR8JOHMaWL9MaRLoCxMb8Ww1yeGkMpPXtJPuZNcjSBAVAMZX2YYOK6omZ/JbvzI5bMLKlcEPwEgsbrmVx/3zQIAd/lmhHVdAa/Es7ZiK9v7YM95srivXXpEgs9Hlv5CMpXCwmBnl1v8nCZpyfpEgPk8Qi8lB7RL4LwoQ+5Nl4zkZlkJ3Nm2XrzOraMJEKkA2DHBZE2mYaMAWIfXpmNwS1QjNMZOi70mpZ50YhBw3ykI9IS/HYMoQuscDR6YGImiWhaFkFRDKbRiFBr0kAEJ0uL3Kb7MIuhkFGhpea0bLOxV5zIVsDWplYVsIoiLrdjtmC/wG0Al+TppCNeVvmxrV1WHUMMhIUV1r5CJMTIjgZAonsp9+TSWQIzn3EHLHyETkyz1PsxXbgsZ1E4Ds8UDiJRfBCtv7wK12DbLpotB/dCk0bhVza97VWBSNhL+S52xwf2ToLIqnAaJBzvNR0q34u9pKObFo0tIGpgLkOx4Co8wYAWqQHYHZ66MWVCpAvjfknZtNqOsG8gcz91n4cJBaGQc7RuKAtbIBW7OWYyOmatBZ2ArRiz9vERJo45LZtB8eAyBs2nkH2W/XaKER2DM13W/R3AAB5lgBHllXrbPYBkI/zFji3Cfzbz7qw4cEgFyJtgR4/PIOcIQI/vQKFlVhco7tYjBc0VzJAq30tek+RWJA+UPb4INIC5IUvq8gQRre5AqjTQ46XmtiFYcEgr2QIqDyKNkKDEQFapK2WnVfwZGEn5+QoZBOv4AG0hkTQSyyaBrn/WZJdDZyAkVliQUTqq55jO3uA/9kNYQaRnkHO4T7iHTrGkXmr3jfTyLGw0U2Y6YGuja/69VdMI5EU1+QM/k0U7egLzd+peiPPGYBZgxyb0GkR/F80RliJBcKDyDWD7LazK48iPeODHN5PdwbIxqEDMIVsFkSibd9zdPkI4FifeatePJ4HW9ebaRjZT9yJg2fHVRdvcuNxTW5kdLrRbRUBffC3F9rEIJP3Cr6UBRMZfd5Eg/xMM422nT2ByMgvQXu/TfKRWcu6bduoB8gAtJw0xvtXOxeLg8QiQW6YZD/miHOxAJy+OseC1C5CJx9kMgxyj2JkTaHzAoBpgZ0hAqOFQGEkFspERtVoiQMFAbXS0Q2hb2fb7ld1YlnDgkjVkomFnd+qV/lINYxWl1iEl48AykTabnNyhwp7oDIEaThROUmraVJ99UFi0dnxyiO34aeboGho6loGGPDf5+36NBw6jl7Bb3KwLxuDiayTlnV2emhseaLt7LnYyx7p43b2fFIUnIFlNfnMEgvHIAMOIKfoBEwDOB52NVYez/Oi7U2O9aVjsrAzg1WizjQKASGPxIImiUWCYUe+w8PEn//E3wbQbjo1II/6cLTNNOCL9NpPXxBFXRNZd8uOB71yTbHFionctu3IIGcq0rM+yDODXIqXj5TtwCDHLqyR4plFbqJBNg4dYm9a2Hd8DBlEGDKEsUAFBogc3eZGJ70U2nFb7DX7IE9OD01iMTkGRH1OAm7RNbdjvpTecEKcHkBKiuRgx8+LK60VWsPOi9ze7GhfMnxuzgrNODUJOFb5SAZ23MgQDp30hDTpHs+AMMj2b6NHhhXYiMBPrzjxM7/4/7VfrMQi6oNfpRR9qCzjNECLre0UdRBp3BCisnVKFXcrtEVHNqdl7Wyd76QX+CEyayIxhivNNCz4Z5nkDOw4YLR1CxDJnolUr+A9gQYZ5GQI7ZsW2pFtH8VeBzeEyLkdZAhHMKLzZp4bKfSeh/vN5KbSM2vFl0iGcJBrHaUxKjuzDHKK3MbYDFYEcHSxaNrx/mcZrkmMfA5FeguZWYPT8iAN/BwBHPPfP4aP4P+iMUK3u2sGvecAyLCFbJMMQRgtKl1icd3j207NEotVAWK1RUNiF2ZY1qi5AUuJhWWQGdYKrTGRVPckEgvJbVyT6l99y+lBHUkCP6pWfrq2cBS+SC+VDIGA4WKxLvaykqa5kC12bmPeMG3VO/lI6Tr5iWWNDUgIREaDbIZqO6r2U3PNG7y+elU4KhKLVqQ3dh7Dh2X+5x0bO4m6IwzdkYo9Z8B4c9vPsSPyHR4mtDK2VlPsFXRyjaSi8pHRokKuIKpszVXAFunFzU3A/9SOeSrSEy2r9QrW+zLyS42o5WaKvQ7gX22nymg1ncSXdZbGaCHbDCIvRoOcAYw4pwd/vx0ahRg3hPALUuAI/m8U6ZVSdJ5yyBAMgzwVssk1WWttW/Wgtp2NJM00TC4VNwrZRD4y72qEnjfAyhDcIb23xrmUKbc5H/N7Mc/AUeBMJ2cHjEmDHHoaegS+w+OEslfMg0GOOrtGYtFW157RKlQcg1ykmYZpyhA3N6NBxng4ykNCtKxDhkBdYpFg3gDICpvtwmaSjwyWtYNIu6sROjWC+BPNhWzy0+fWYlOJRWwXi9FtbiqKFT9dW+wlcxp+Nwo4SizGoUORnnUfSSEfaQtSoBeymdCt+n1s1c/uI6EfJYatm3W6K/CvtSsZFm0Y8za7WChA7lZoBSVXbkaD3D7bQ+tx6yIhcFpZI/DTK06M6lGjZY364J876c1M5AwiNwGRdWzVB8+tC5APTg8bbV5i4RjkDKyPgJFRyOaAltHpqosF83AfCf3gL2ZhMxVXTjpd244ZGcAIFbOd7QsQ59yoDLZOgGf03CQOnb0mDfLK5i14ck5iQScgUllIBVrB3wGAY+vmAsQZRFppTBYNsm81Pcaq8hHTSW84dCTIDRPLimNu/UD7jkYjlNDXI4CjxCJ+RP8XjRGq2TJAK+xyrT8MSm84sWh9a50eiBrQYsuOR81tbjXN4vlscpvaMTMIzEMaEzU1APrg9wubAbRsi3Drg5xCPiK6QceOtyPrZhoT0IqcGxV9LvDMRE5OD60SXRjkLC9s44Ns5FfiFewkFnK9ZgDIttiLy3RIZHXDLkwZ5AxdAmFz8+DfaZBVYtH/KgV+sUCL3DN9lljY3DZdkMa+Js+s0FbjJjpaS4aNDyQWn6GhPsg8vCPD6nRNIRufbPlaicUmL4LhYhE/t7UMYdt8R7bNdJsTejz0Q8S0LF7Z83n5iBTpJZGPSJdAlKPNW891vxrwryxXQhBphrpix+113H4JnJttNc2be2EvXSwURCa43wA4S62T3IjIuSFkAf+eZbWH+jPfuFgc5SM5cgM857GyeQu9a3gI8quUE4BsNcjrf4mIMctHoo/3A4B8V5AWNRi9Z1T2wAGro+es+CBbDbJ4BVP0B78FFrZIz4B/5/FMHWia4sqw8wagPUCEZV3IEHhqpkHCIBs2JWpYne7EIM8ti12jkOjXJOBewBWbG+vB5q1smD1no+cmo2PRq/ZYuSHwrPeMfL/NINKE5rYPlpUmiUVsEGkLEMsS/MNsGGpuKbbAp3/3BXC0p/nvAs8ZcBP8nzLI+gLMkFuuCPz0ihPWxSJ85TmN11l7ji+2fJ0GuQBdg1yjv9SMBtnZvAngmL2CO9DiVJ30uovFZM9Xtg7+zXZ2BfnC0cgPSFPsVU80yE5iIS+3mgH8F1BvaMInjgG+21w/lkETafXVKI6Mk/mzDLK+qzPkZmUIk5ZVc5NGIUS5FjZzbjjmpjpdk3vhOgBX1KCxYwPcAJEKkE23uei53QD/Kw1y42QT5ZZDw6PxUCRERN9IRD9NRJ8kou8+OedfJKKfJKJPENF//cjxvN8gqaA3Eouw2za2SA9jdXloxzx1mwMzsAcHI7PEgjxApkJOYiFNUFohm/xvBM0N0Ad/c25byBBMbpftAiZqrZgVi0TOrejDUQGydeiAZ1nlhTYY5Dc52JcM8hILO1Yt9tqtDCFbVX2LetK1zOZ2YJCjPicBt2g7Y1nVT5cakQAkZMdv+SAL+LeFbJGvRwC3HgbOCs0uEsLn1IO8DOF58E9KJoSft4Qa5Muj/oeJaAPw/QB+J4CfA/DjRPRRZv5Jc85XA/h3Afw2Zv4lIvriR43nlUKYOa7GMeAtjudmmIHZrXoMts4WexUaLGsej+eu04WXWIhOd7B1XYZQawOSQAIQCadBdtpxtgVR0mqak8hHYCQWR2kMMDTIF9NtTtsxR87NvNTOAPLKoSPbVr2HHAsNchlFfCms0Ny80XRIdg0ZRF1aMrfRjp2c/sbuk7neRKdrGeTD2QFjYpBPC9kMscrjhEeP7pXjniI9uRNtkV74eQs/vmM88q3zDQA+ycyfYub3APwwgN87nfPtAL6fmX8JAJj57zxwPO87SFfcdei2or6wJwbZ7cVgAK0BhtsLO4UMgdpWoWqQ2TDHWDGRIkPIo0E+OD1MGuS9b+VfBGhl8K8GIJ30AKByW5efSiwug0EuyXJrEovFVr0ARmTbqh8v7MrexcI5PUDuPw/+499vt4v0HMsqx5IUslkN8or59y4WBvwHTqvFZFtnj6wAMigPgwzPsroji9yszVtYYktiYsczxCOfXl8K4GfN55/r39n4TQB+ExH9ZSL6q0T0jav/ISL6DiL6OBF9/NOf/vSDhnseyl5lcAzQh4J0m5vcELrEYrA+3QeZGTXDS03cEBjHdsw0FemV/vAwLhZh5w3QLd/Gjvt50wLEziDTVo4McuQ3GxFkdVlPbN6808PYtRl/HzVoaJDZM8gr+Yiy40lcLGwnvRWI9PKRvujJMG8ORLbF9zhkwH8HkWwYZI78jARgQeSpDzK709uPDBKLA4N8BP/ACcuaIDcnsVjcb+17eYYkyg2zxCL6eN9+kd4FwFcD+O0APgLgPyOiXz+fxMx/ipk/zMwffvfdd9/wEA1Adn66b/uf7iSmrfnZB1mA1pBYFDD1rcQ0ILKegshZYjEY5OAez0B/EfeFzWLebG6XIoVsxsIuMoPggNZUpDfpdDeRxgBprkkFWjQV6c0+yGXTezQniBxxaBRSLIhMkJsDjs9rkGkG/5HDAa21D3I/1HSsMm8pGD46/bhmkDNJLObxHRdt9msio6+Onts8vuDDBR4LkH8ewJebz1/Wv7PxcwA+ysxPzPwzAP5PNMAcKlYuFmHByIlX8JnEohgZQhqvYGkzOslH1CtYfZAHgxzevxrArPfUr2AkFpZlBTUAmQGMWBkC+4XNRkcXC2VIaoIXNpWhr54Y5NnpAYaoTAH+nQzhtsSCDODMoa824L+tTs2hkZtqkFU7XoPPGTCzdc+ByOLyCZ7bxCCfSizM+ZlA5Es1CrFnR8/thnwkajwSIP84gK8moq+xEdeuAAAgAElEQVQioncAfDOAj07n/Ldo7DGI6IvQJBefeuCY3l8ISrGtpsNejGNbCThqWeduc0Ri85YJaLHbEpWttNnpgcrCKzhybhAXiwWDTDM73rkeRoJrEmhzJRKLSRozd9IzDHLh3Z0bMox8pMkQjmyds3mbnR4ihwGRdeo253KjMxeLwPNmwf8JOy4MMmCeoSlkCH6uzrbqAThd/OHkkOFlCCtJ0/x9pkI2MlZoZ+CfVguaqLvaEh9okEcw8xXAdwL4UQA/BeBHmPkTRPS9RPRN/bQfBfB3iegnAfwYgH+bmf/uo8b0foPswzJJoxAIiJwkF9pwosqWb9FW00imQZ5zU/nIXKRX8+Sm8pE5t81LYy69UQg58B88N5YiPW/Pd3B62IaWlRLNG9D11YsX9kqnm6Pb3KxlfY5BNiwrEH7eLIN8qx0zCAP8J3F68CDyDFzJ5zWwDBl03nBi6fQAK0N47NBeOQ7zNn5dgn9CszIF4q9rMF93b2kYLxEPs3kDAGb+GICPTd99j/mdAfyh/p+wUYrZJo3ORFrxPo+V81ykpxILKmqFFj43YDDIoHVuPBUgUmkMcvTiSsA8HK2FXQeR08KmbGWY3+u8veHxvkyQ3apftyxWm7dyGQxyinkb+urxWu6fJomF3m9IYhdmtrOZi8O7S6eHTFZodM4gr4r0HPgPjPtbnHvOzoscgvdJDj1nAGYGedXdUU8DchXpHebtfGHTzk6kr57lI6FfWC3C3+YRgjrD1byCg1v8GK9gwLRjFhnC3I65FPVBzgSQgaN8RLqW2U56dZZYRL4pp8YFgNnWpQn80yin4RR6zwLrYrF68AtAdhpkJADI5jXVfJBPmEh0QDKzrJFzM8jprB2zSCzcsQy5uXk7sXnbT3yQQ+eFw3zYj6sivWkz/4EDew1xg2V9tkgvety4rlbPzPYjCfif5i36cIEPAPJ9IQzyXtt2PRB4dmVcXYYgzIi11Jq1rF1iQTUD0ILqdOfLV1lWtiCSnMQidJEeBls3us21I+IVrFv122AiKbrsB8DRK3iEMsjV6I3lGszSatp6Ba+A1tJzNsG8GXjRcju+pLkytOFEEYeODM8SMk/LdXHlcOKjgUM4gcTioNO9zUS6azDynK3iDCCb79IU6cGQAu3D+PWsSE93UCM/R1ok+Od3Ef9fNEAQSavpBA0nXKMQ44PcDwtAHk4PnYm0uUW+invL4lZ1TvpV+0nOK7hsRRnkLLkp0FrZvMH76arEpBeyhc4Ndjv7xCv4OtpozyAydmoWjMzFUWZx3Yk6bY2eYlfDttFe++muWhYXrim8gp/lFjsWPnabCx6zTvcGy9qXNtgt5Ro56LxRyMorGEgksZhZVnPovABRXoDBc5sjwXDveoJRi28lou/pn7+CiL7hsUOLE7T1F4HTsgZ9+NstUQbkKnQ+yJUPGuTWQCkHozV7BUuOG0063d5Gm9IU6RGGG8JJO2YByI5BzlCkR6bV9G0rtGLySGGFRqPyvIKwAv8iQyCjnR8s65sd7suFYVnPdLqShwORGRw6AO/xfMKyCkC2C5vYk4YZ/DsBBR3nsaksouckcSc7bvD+uHSj5zgvbNa5uSYodDw3atDJNRk17n2j/gCA34rWzAMAfhnA9z9kRAFjVKKbrfqos6vaJNEgr32QRYawbZvRIPv/jZDhir3GQwKAFukdfJATapArP8Mgb+bWTcOy9m5zUztm5/QgIHJuxxx5YWPYcZzk5mQIqq/OAf7P9NXrQjaj0w09ZwAwFjZzl8CDlIQAgnGxiDxnwIGJ9IcmgNyvWC36jfyMBNw7ALgB/h1pnJRBvsH8y/E8FnZTRJ8L3O9i8U8y89cR0V8HAGb+pe5t/NkR+pLbE0gsxsuXMVifudhLgBaRyBAs+A984arNm2F89GFB3sJOivSMx3MWDTLzJl8BGBpkkSGovhpZWFZbXLlmWW13R5UKZSj2Mi+1eqtRCPXPmbrN2cY8fCKx4GGFBrewCZwX4K/JE3ZcP5tFG2AZyaBBHvCfMpHUl22isWbEvh4B3LqunmumET61e2Q/cho83xz73dYjwRBt3IvynqgJcdumPdG7QIY9tNcTjgUK/1IzrCoDIA+0xMViSCy2drDWBLkBAiJ9q+nBsjJ4aqbRGeTwxZXwQEtyk23dPu6DQwcysazrIr0liDzIRwLPG+yuxpqJFBeLYuQlKazQzAt7drE4FLIZ+UizQoucF9y/+4wLDxILogl8Bc/tXomF5IZsOl372R4ygNEQKGmK9Ixcq3+cjsv34z2fxuYN8e+aOe59o/4JAH8WwBcT0X8A4H8G8B8+bFTRQi1/zFZ9VDBiG4WYF9bBLkwlFtJqmocKIWpuAKT4pI116uxFBajWK1g66RkNcuSHCHkQ2b8CYJppXEdxpUQKoEVF56ByceBpJbEYOyGd+X/Dw32pIA+QlzIEw7JSKgbZS5rOwL8AyJEbHwB1vJh8kM+0rJBrMpHTw50g0p6eB2jd5/Fsc04D/qfcFocX32XJzUeG4d4lsWDm/4qIfgLA70Cbon+BmX/qoSMLFMogGy1r2Lm1+kZe6HQtWwdbpJeJQe766hX4x+wVLOA/+MIGgHexWLdjHl7Bpkgvjb7aapBHWIBMIN9tLgmDbIu9Vmyds3mDuUfbSW9uqO8jdJy3ivR0YdOObVyBLXZeXl+9nrf2Yfqpfxs57tfpqs9zljjoq9cLm+GlnijOKGM93NtkTbsfcix6pNqEwTMAmYj+YfPx7wD4IXuMmX/xUQOLFOpiUTMxyAKObxfpFbV5syvywFeuaJAxvC1pzq0D5MtWwNQBJN9YlYcJ37UMMLn1eb3uVwBi89Ziy6Cvtuw4k3s46sKGG4NsAXKKRZvZFj1z6LBOD2pNHn2xDRxA5AqMOPDvNMgPbdT6GmJ6W99gWW0nvRRxYJBPxm4WNmlkCPMdcw87nig3xyCfDdcQXnnY8Xzx3BPsJ6BOkPgKAL/Uf//1AP4WgK966OiCBJXRSY+SAGSiXqQnW/WGbXVewTRkCJSirW/XIDMNRssAZNslsIhXsC1AjDpvAFy3uTMXi+sOELCZIr0cW/Ujt1sMMtBzTtpM44yJXMsQsuTW4qYPcv+cysXCLNra/XbORLrmNf1vY8c50DpzsTAnPHRkrxx0PzvefiSiLSd2/JRQ9q++k5MDhpue+OO9+QRj5q9i5t8A4C8C+D3M/EXM/I8A+OcB/IU3McAIMYr0rA9y1Mkd27eNqZNir3ZUWFZhtLZCo5ANwcE/AIA6+B+5SWhu/YW9bZ0dZ07i9DB5BQN6h4oGue4VTeZqGPQUW/WkczDrPWev4HSFbFany7c1yFZikSM30wHxhPn3EguzaIucFwD/iqbz4eoCPBFAPsgQ7CE6fG4a5OA5aUy5nZHjZocxj77aPM/XB/uPkdtSAhQ06PRDzLgXCf0WZv6YfGDm/wHAP/WYIcULotZliPdqvgs6uw400tq+yEksNm01ncvp4ahBLuQlFi03sYVLAP6NpVZlr0G2LhbCaPEMtKLnZhnkBdCSIr1CRXMhru6cmHFfIZt+Tlek1+LUCq0altUU6YWP/mwYn82vC5Y1VePZiTw4Y1nV5s1I1kJfj8DN8T3vg/ywUb2mmBnk1XUIl0eehQ0S/Pv7uFck9gtE9EcA/GD//C0AfuExQ4oXhbqGqUssOPIDRAFV7zY3AawliAQBdbCsocGIZesmp4eDQ4fRV6uWNfQdOhjkOuXmGoWQnyMFWpGDZJfi3C6s7nUALVn8pABa46VWJxA163Ttd1mYfycfOWPHga7TbccKGDXygg1o/+7WUssd8kCrgf/pb0PH/RKL9t3Zh4hxXlB59u5iun08TNAzwoPDMyRZkd7bHsBLxr1PsI8AeBfN6u3PAvhijK56n/Eh29lSpBcbIIvmmCHOq/2LfriDkTpApDYKSfLCdtvZ7SsARy1ra67RHiH6Eg+d2mC0+ESDvLJCKyn01QRxsZibaQyXGFYGmTW3Gvt+A+CvyedBJPd8twzsOJkCxDMGuVep2IVNP+ONDPH9x31tfeXMUwAdMc6YR6zBfyqJxZ3yEZUhIFMh25TbPFzyP63ULv79BniP5/jjvdfm7RcBfNeDxxI2ChEqqDcKkZrFqCF3zrkMgSsPiYWAEduOOTzQmlnWRW79wV+paV91xhLlttqq369NYlGoHNsxR37guO1sWr6wZdFGIF3IlfD3G467Got5U52uYYhSsOMHBtkcsez4xc+b/mnkuFenK+A/8v21jJdwQ/AX7cNG9HrCM//P5paJHT/saqzHO8D/B/HIuAsgE9GPYfEkYeZ/5rWPKGCIxIJ7t7nQjJbdemE6yBDKNroCArMMIQGDTEUfIDxvZxfzwi5tYbMDiYr0bOvb4mUUth2zfp1rq/6MQZ5lCM4HOfr9BsCByJN2zKrTBZmFTfDdKMCD/xtFetYlJ0+MBSmA9bzZs5M1CvHsuD20YMcpUSHblNthtHI7mgMZlqItzudtcXTSVwefN2C6Dt/eMO6NezXI/5b5/XMA/D4A19c/nJhBBFQq4FobExSahRwSi3Y1KkXQfhC1bnM8aZCzdJtbSCycTrfrq4Vl3bt8REFk5LkDAMuOm6GuJBbyotuUQQ6cGxUQm0YhZywr+ktA7MLAwa9HwMkQTjTI2kYbpJ7WOdhxs2iDt0LTMBILQmIQ6Q75HQ4C+UdH9NymrXpPoi7YcWTyCp7iZLx+0ZZEhjDtahxSW6SRZmGD8P/6h7hXYvET01d/mYj+1weMJ2QU6lKFWnsL1cChNwmDUZY+yIDVIG8qschTpDe3Y+6MnC1A7A/+1kY7S1OG4fRQazm8pAHvFTx30os8bUcmcpGb2LzRyJ2kRXP4MM00VlrWCl2vOmlM+NzOX9hWg6xOCJlB5A0Ncju7PU+yLNqcDMEdOoL/0M/8Q/h5Oz1sQaQCy+h53tdqesxXJn01ppXaWxvF3XGvxMJ21CsAvh7AFz5kRAFDtKxcu1dwcKYOAJqLhfksfrplA0vrZRrtmFuNHndbtMgxHiB1UaSnjUJ0qx7qntDODXxXkvdBtkNVBtl0mzvYvEXOzcoQpo3CVTMNAf8b1/jFQ3bRxmUyOziy47qgQ439LAEOjJY/ZHKbdjX6GY8f36vEnNsK/PfvRyHb4uSQ8XIFiIVGkV54sEweRM7DbUdHO+Y2y34nNWwcGOTjXPVfxunRczLhnw7xB36vxMJ21LsC+BkAf+BRg4oW8vDQTnqh53UwyMANH2QFkeQYZA6dG+CcHqaJEAaZmUGFlPkncI6uZZOLxUqDLFZogGHOU+RG3uZtAUYERB4Z5PAXpbnrbuRGwvwPiUV4DTLOwcjMjg+LPv3T2PGcltUcIItIwr8DgNnjebUgtQcJiP/sd/E8y+qJ1Uzg/9Zx+bEC/8FzA3BX4WiguBcg/2Zm/lX7BRF96AHjCRkNRPaXXHSW1dm8jZexswvjBRMpNm+RcwM8WzdJLA7gH2Jh5/8+btjc1sVeKrEwQCwLg+ys0OwRwyDLvPHcTCNyGNbnzOYNFSpDEKOH+IttHNi6FRPpteO0PDdm3MkgY7DjoeV1Ng7zZg9N7Lgy/0mA1rywmYd7xP83Tg4eZ8NdfZ8htQxjNHEvGvpfFt/9ldc5kMihq7Tugxx6knVbqbeanrZkrE63MT4dRKZgxwEPtNYOHaMjW8/f6KtDPyCpQIv0ppbFs1ewa6aRwcXCgsgJSB2aaZjDJXpRLAALtM6aoLh2zA78B54zoE3ECSk8+yDLgtv9beSgUVzZvzCHJhBJXoYQPrfDdXjrzHM5RsyYFjZzrvpcHMRJHg3yM6GXn+SWyaEj/NPuEDcZZCL6EgBfCuDXEdHXYuT3BQA+98FjCxNNg9z0rSUJg3zmg0xEToO8CSvC3HTLkXMDYLcO69QEpdDQIKtXMNo/RTezi73F5jTINxjkE5Y1dG7uJXySm2H+h4tFFg1yizObN/UKtguDDMVeZlejfxy/TgC5gX//t7HjDvmIO9t+CJ7bQTt+G/w7oJUiN/v57LzxI8/CBtM9dnJMczPF2uHvN9zOLWA8J7H4ZwF8G4AvA/DHzfe/DODfe9CYwoX6IO9SpBd4ZqdOeksrNFgN8tHFInSQZZD9g0HY8b3u6oPMwjYwUoB/6u6JZ56z1qEjlcRikiH4Q4Nl1e1e1Vfn2NV41sXC3FrO5q0ET+7G/vXctazllegNOIPIE4As2mq95xjxczuwwubXhcQCBmhlyO0eKzSbZ57iyiMf7j/d2BkIP2/T+BOM9yZAZuY/DeBPE9HvY+b/5g2NKVwI0OJaE1j8kP43GwZZf7R9QrV5sxZ2VBKASCuxELpKfhgfZAGRTK2TXpu3tzTku4MAq0E2A1aJRbUeEO3nlqFID4TR4GUN/kVi4XyQk8gQyADkJYPM3aEDo1FIigXpvSwrCUjO9AI8hyJLDTKshCZ4bgcG2R7yC5vBIOfJ7eYIZ5aVoNdi8Mxa3MEge4lFloUNkkzAiOckFt/KzD8I4CuJ6A/Nx5n5jy/+7DMuiKA2b8SIXXmuAJdbWbKRVgBGg8xdhoDWapoZORwDCDgU6fVDc6OQjYp5RSRwDKACadbCJ93mHIM8A63I+c0yhAUT6doxq1IowTVpAf8JO+6dHtpXJU1R7H3FXgC8xCL8tBU8V4DYPgiQtDKENzLCV4iJZbVHnpWPPGpMryvOwX87ekSVaeQjeOaff8GOZwo6+T1qPCex+If6z8979EAih2WQw+sGdaXcXSzmVtMLr+DmYpEgNwDeCs2vnA/d5sj76eYAI7c1yOpfbbqayeM/9kNzvNQYBF/LZUBkD9nJ2DIA5DsZ5ILSmch+T2bI7QYYWWpZM22h3smyjs+JZAhU7pZYtO+CEz82aN7VmMa9YFnnY6Hjxi108EFGsgLEZHPxnMTiP+0//9ibGU7M8AxycNZHHwqmtLx9A2DS6RKwldI1yNx9kKNfteOlVifwLw9Eye3QTCN8akd99ThkGGT5bMB/+HkjPJvbquFE4aqShLhhwL91joF5eUshG9GQBKWYt/v9dAkEKqko5JeUj5wcjxgT+D8drwVaz50bJp4Zn3/leWlM+NyAmwh5eWqm3HLFvZ303gXw7QC+0v4NM/9rjxlWrChE2CkJgwwAaIDXapBppdMF1OkBtZ8ZPTfLskqR3iQjES3rRkUBSMnAIIPgNMiLLV+v0zXgPwEYcQzyrdwM+G/d5oLnZsb3XBOUUcyGBPUMwEHveSJDEPbYs3Xxczsr0vPnjdPzAK37xjes0OyXwXMjf4+dpbqUAEXPDc8McWbHcbSWjBwJ/vld3Nso5L8D8D8B+IsA9scNJ2YUIlQQuHKO7ldUoK2m9QFofopOt3QrNGWQM4CRoRs8dNLr7NVed8dCAmjs+Jsb5fsLKsPm7cTFgi0TLnPam76EjkmDfNaOWZppSMFhtkK2M4kFbK2hvOSySCxoPQcriYUr8o2emheEuE9zIZv8HM/+4Mnd0I7rZ7OuplRM5MT8T8kdZAhmYROfHQduOXSspD+c5JKcI8Nc3AuQP5eZ/52HjiRwiD6LawKbN6Axpb36X2zeJEopYHDrpIf2MKmgrkFG/Nwsy/pMIVuZGeTQLg/o//bWxcIeGiyrspCWQU7Bjq9dLKxDB4p/4aXIzTCRz8pHDDtOGZj/g97THjoCE+tiEf4FSBP4P8utz1v0dA5xY7zih+8kFllY1ueYf5OT/MxUpHfPM2FdaBk/tyWrHzjuffP890T0ux86ksBhAXLJwPpQ6xDFGABRMMZWNu8VLBrkNOw4Kas4b9UfivRAkLtwSwFGDDtuHEiAI/gnGvKZHFpWr69eSSy0SI8wQGSGBSk8O36WmxaxSQFiGuvB+xhkEO5/o4SImYk0R1b6asNEhr8m54XN6WmDbU2T23M3zYF1RZ7iStxehB52oZBp3nxkGO29j7PvQgPJv0JEf5+IfpmI/v4jBxYpRGKBrtsNfyF2oNUahYxVNACVWHBtD8/RPpWRgh03W77NLswcERC5cLGgJGCEuCmY5o5syrLui0K2JLkNBnk6MrGsjR1vx1Loqy2DfCaxAA65jb8NHJMbwhL8y2cMh45+woMH94pxg4lcM8iZ2K85txOgtT47dtzY1WifDXpcHE8VJ7ktHToSRLbx3iWxYObPf/RAIkfp2ro0DLI+7sY2vAIOKdJjaeu7YacG/lPkNmuQFy81Kx+RdFIU6VGBlVi4QysNchkMcvzczEvtRjvmUew1GoVkcrGY32hrJtJBzoeO7JXjue1sPa3PW8mV210+yBDwb32Q4+d242PfgRpCLrGxA8LPGu4d4ShkM7lFnze83KVFyMWOu0gw3HtdLL5u8fXfA/A3mfn6eocULwqhF+k1F4vw3ebcVv3kg0zdB1kahRBwBWmDihRAi4cG+Uxi0XIrOlclRQHimIfTIr169DzOU+zVfrul0y1UnJYuRW50n9ODvqf96uDBg3vV8AD5jE0eLKs74dGDe8V4idz6wiYNGJmboJyeN35k1SA/Z2EHJGLHpzikppffAPxpFm2Af6clQMj3Fun9AICvA/B/9M//OIC/AeALiehfZ+a/8IjBRQnVMHWv4PAXomFG6mSFdmzH3G3emHN4BZsBnjLIyyK9BPpqTI1CLFA0IJJIOiCaZhrRw2qQ++dxqP9uus0pO25L7SMH2Re2+fo5Bjl6agfwbw+tWNYmR8tpYWcPzZTrNFXRczvsZNw+LdvC5tYIPXMMgJLpdG/sMHnGf31Omkgw7Hvpwl8A8LXM/PXM/PUA/gkAnwLwOwH8x48aXJQgotEoJMWDv9m8AdBOek5igeE5W4QVYU7EjjcQWc80yLUeHvw55CN+YbPqNrf0Cs7g0GHYullfPXsFty8t8/+mxvg+Y96qd4f8QsD6V7cv88zb+Nx/W7CsDYwcTg0a9zHI1uNZ7cKiJzdLY+bxzkwkEoHI52Q/5H+S/T28XOuZWOWmx+LnlkHiYuPep/NvYuZPyAdm/kkA/ygzf+oxw4oV0moa0kkv+k1mt+qnFScRAdV3m6vJ2HFn82bmwrlYQJqgJJJY2Bf2LbswDDDSfuf4ZvEGCJ4BZO02Z1jWFNfkDLTOmMi+sEnF1hFwVhC1zM2eFD63cw2yP69dk41MeObcMHEfy+o/55m3W17BaxnChCwDB53sRrUv5HvLjvtjseOOxjyB4l6JxSeI6E8C+OH++V8C8JNE9CEATw8ZWaAoZGzeUmz5EogMiGxfAQC2bevfm6YMaLreFOw4xgv7zCu41mrYunYsBUCmIbGovPaUFQZZWWQIg5whN7toO8lNPsu8pQD/x1YF49B8hMauTv/b0DEz3GcAGQL+Tcvi6PN2wqoCa6aL7EnhU3t5llXAfzaWb47zuxHx7zcA/kKcjpC//mzzmvj3G+CejW9xFPfGvQzytwH4JIB/s//nU/27JwD/9CMGFilKl1igcjeHCL4tSkUZ5KFBbocKFXBlY6mFhAzyupDtKB8xzTRSgP/Bjssn/X0C/wUFQ4aQY9E25g1rMMIwCxuTW4p5M6zPQhqjpwF+mzd6ai8rQ0CmrfqiRAJwnpsuRh1bFzy3G7sa7egEqijRvGG+bc6Zf4k88+aHeDbaoUXOVYCYavcM99u8/QqA/6T/Z45/8FpHFDQYBHASBvnA1tkbagAtEFDK1nNjvz0aNYwG+awpQ+1+1a3qPBHQItME5Rnw7zXISXLrv555Bdtuc0qUJMnt3mYaR3Yufm7kus2dsOMEqK2i/HOkmLf157MCxPiFvj0Ouxrzcf+zkHVDeNioXl+458f6mPUKTuM+MscN2c/hQ4rcMoxxxL02b18N4PsAfA2Az5Hvmfk3PGhcoUIYZK610V/ht7MHM6ISi6mTnoIRwBXpxb/JJqeHBdCqex0ti+UFkFBisQL/KkOABcgJJBaW0ZqwpHOxwJRbmmvSfHoOaDkGOX5up0fONMjjhIeN6vXEeXHldNpBOx5fhkDwzirr8Q4mGWa+ouc233HTsUlyED8bH7curUOjkHv/MErcwY5Hinu1Av85gD8J4IomqfgzAH7wUYOKFs0ZjVo7ZjAyVZ6PTnr9SN+T2esO9QpGY+qIM7hYkPcKNqFFenUU6TkQGT23SWLhjhgZgrB1Y3c0x66Gd7FYgEibBmXS6d7HIKt85Cb9FSzIg8jnQKIriAqe2jxvh+Euxp9GhvDMs+6gZXUrvMcM6bXGHQyyZZLTzBsAm9xnNjv+tgfwfNyLGH4dM/+PAIiZ/yYz/1EA/9zjhhUrVIPM3cUi+sQ6KzRpFNKBYmmNQoYGmSYG+a2N+s6Y5COLF7Z0ZOtfAkAOj2eyTVDOu82llFhg/POfdQmUk9I5PeB+EEmUjEGmgrNir6XEwp4dPbeZh5yGm5qtmxY2h2ffDCKRqbjy9lzMckKCbYLy8KG9erzEYuXOPZA44QiDtziOO+NeF4tfo9b79f8iou8E8PMAPu9xw4oVzcWi5OqkN9m8qdSgNwpxABlkivTi54ZnNMhihdYY5Gw2byO3lSbSuY/Y3KJLLIhwTzMNYVkdiA6e2lHLag8dQWT869DGJB/B8ZqU37WQLQujdQBWZ+eN09Pk5pcq52dZJjITy3pTh3DyEznAv42DI8cy7zzzFn+EPu5FQ98F4HMB/EEAXw/gXwHw+x81qHjRV2m1gcjw+jOagBaObMgoZCsKkFPoPQ863XHI+SBTB8hyLIl8RBY2c24zO66ABHnA/z3NNORMb+gfP7d7m2ko+y8R3hHnHGidFbLZb2LHlNvJQsc6PtwQZMQKOl/YtMOeOCEav8d/ltwXy2sxQW435S6SRjELm0zsuIv4A77XxeLH+6//AMC/+rjhxAzxQQbXdtOFZ+sKiHcAJ24I3IFWIZWPEIuFXfDcrMTirJmGyBAMW0dIsLABAejzNh+xOl343LIsbLwV2jmIbAubXCDyzNx/xXZNUBMAACAASURBVCCzP+ENDPBVYgaR5tcTaczcnChs3JCP+PP6Dxofoqd2WNicAS1Ds6aZN2C6DqdDM/hHXg3ys2dmSMfGTBgEj5sAmYg+eus4M3/T6x1OzChEqGgAuTAQXoYAw7LiKENgZtSudd06GCGxsIt+x1EB2LpYjPG6Ir3+wmYjQ+Do4J/ILWxONcil59aP5dAg38kgC5OVjkE+ObKQj6QAIBIHJtIeOuZBQFortAOGpN6j0soQUrGsN3yQFwxyHu34M0+EQ6655u25Ggb/fa6FTaanOvA8g/xbAfwsgB8C8NeQI6fXHlrIVitgGjSEDR1rB1ruEE02b1KAiG5hlyC3k0YhToawzZ305r57EcPmJp9bOB9koMsQrL56e5MDffmYGeR5V8OeOs9U+GmbNt/P2HEIy3p+PF68BIOMbMWVwF3d5tzZeZjIe5531gotj74a59chTE5kcks0by+vHddvHzai1xb0fG6R4jmA/CUAfieAjwD4lwH8OQA/xMyfePTAIoVuGzI3ti4DE2k1yAZ/zEV6coMNBvntDPn+8LktWVZXpNe+27IwyPL7Gfg3zTRUYsEVKC/e7FhfOg4qyPHbAmilsnmbQOQpy6q5uYl9+OheKah45v8M3NNgyNOAkXlhc7hCj4g51ev9noVYkqk6Bi1/tZ8tiMwVdt6mIwcG2ZyUItFEzz48U6THzDsz/3lm/v0Afgtau+m/1J0sPmuibdHQsEKLjiKd00NxD3phkKVl8Va20cs9hYuF1SB7tk5Z1v2oQS5c47N1psFLnVQTtpmG+unKc5ETvLZvMMgrN4RUTCSdM97LQrZUAPkc/LvT0NqfW0YremqHbM4Y5BX+iJ/czdfU0cKOxh9kSO3WGKd5Wx6LHPfkZj4mePprZLuFni3SI6IPoXkefwTAVwL4EwD+7GOHFSsOVmjhZQijSO/U6UF0uh1EEjcLu/BXLZHTIPtDnWUVGYJhWRuIDJ6be9yd5MYjNxJ9dYZ5w7kv63KL1C3U4uf2Mi4W/k+j54bprWZ+XTHIQia0E97I8N53TOD/AD4OINL8d/Tc8Mxdc8jVLmyCv9+mOLCsB4nFKIyNL7ObpubkmhRqU3e35cMH8VrjuSK9PwPgHwPwMQB/jJn/xhsZVbA4NtOIfiH6hhPLrfru9ABlx/tpGXLDAP+nMoQyd9LLsLBZ6MXn310nvVy5nR+aQCT8zkB8SRNwDzsu85aNQT4zN1vN23RDPnJkryGm58fiMGCBcq5iLyznRw4dwX+aDojPxYL5z1SAaOMM0FvrwfFlgtwyjNHEcwzytwL4f9F8kP+geSASAGbmL3jg2MJEkRusVhBK/EmmArULO2mmIS4WBQWM0hjkDG4IhkFuoH6M10osRjONDiJREzz4CbbV9BJo8fjMCpAr4ifn2bpbhWrt8/nxeHGfxELAcfx8bMws6+15c4xW9Gvyhr7anzd+zcrWnQ7XLgKmBUHkoLMbzn1L5tw88+alPPNBOYeO52YIOt+xiRg3ATIzB6el3kxQl1gwIw2IFAZ5ZlltMw0q44VNyo5Hd0MoIFwBtNyKq+UaDPLo7NW+27gih7767JCdxA62imGQg1+SIO8V7A8dWVZXHZHgfnupIr1krabvAf/KjiMRy/qMvnrtjkDLYxHjHhBpIxX4v3ELzRZ2sMugZLkdDx2vPz7kGzk8YRA9giOGGDF0dQ1EUvjt7AJ1esCaQeZ92IVVyS0D+AeBqu8SKOGs0ASMWA1ygtzuYevmjmXNxSL4NTk9DM9kCOoVjFwa5LudHqa5Cz9vz4BIdyqk3iELiJyR1clZWSUWJs5ApANaZydHjztyMwffwIBeLfwC++SgwcSZFjaUjEF+6NOZiL6RiH6aiD5JRN9947zfR0RMRB9+5Hjeb7QiPYBqzdOU4aThxKpIj0h8gpFA70mAAf8rMCJFekcNcvTcHNdxW8tKpIx4igJEegkQSdlY1glEns1b/0zUGvisjseL83nrh9sP2Y3KxNZNOzYvB0YeO7TXETf/+efcEuRjg05+X30xCK7VyQHjxkV50I7TuN8yMLLZ4mEAmYg2AN8P4HcB+BoAHyGir1mc9/loGue/9qixvGoUc4OlYCJtt7kJO6kGedFtjjJYoTnwvwYjyiAbEJlRp2vDNdOQhY1ILJIUjr5cIZv90wS5PcM+ymnyIxOIdB8Ph6edjZvIJVrM99sJGDGLmVRg5Iak7JAbjNND9GsSeIZmla9JT001b7d2bOjsQJawxMhbHMad8UgG+RsAfJKZP8XM7wH4YQC/d3Hevw/gPwLwqw8cyyuFaJDVxSLBtqh1ejj4IMPLEGTbcEvhg1wAXhcgWonF7BWcgvmfdLrPMZGSXJNYJMjt9NCClbTXYYrc7ixAFBAZ/VrUmEDk6SSas7MArcOuxn1/434mibPhLou9EuR2zxCXRXop4rioPp5hckt0TSYYootHoqEvRWtTLfFz/TsNIvo6AF/OzH/u1v8QEX0HEX2ciD7+6U9/+vWP9JlQBjmV04MBkXMnPRgQObOswVMDeQbZH+rgvxetFSpQEIkEOt25qn6xsJGvbbFXCvD/kgzydMLjh/dKcQ4iZ7BcqCSUIdxRyNZ3bJRM6H8bO+5kx1dpRE8Nt0HvKrc88wbcao8x52bZ8Qy53RriimZI8yyZIvwCGm+xSI+aG/kfB/CHnzuXmf8UM3+YmT/87rvvPn5wU3gGOcHEmkYhcyHbLLFwIDKDny4GO36mr9ZGISDNRzXWoWMCkQuHDgk/bzkcOu61C2vacXNq9Jmbtazu0AT+abJCS/As8Z8XbL/+Oh/LkNsNBlmnaLB1WcHIIcj/bMx//z1Fbvb5MR056HTzzttyd81835avuXLKFI98q/48gC83n7+sfyfx+WhNSP4SEf3faK2sPxqxUE98kInzOD3II6EN9whGxMUCgPfTjZ4bFaDaRiELoCXNNGgA6BROD3fKEPThaMF/8GkDcBeIVBcLvzp4+NheLe5jkB0mTgNGJnu+G2BEwX8Wtu6MVZ0/WybS6JHjx3rHxkZWr2As7qvD5yXzHz83Ov2wBv8j3/i55WqM/ViA/OMAvpqIvoqI3gHwzQA+KgeZ+e8x8xcx81cy81cC+KsAvomZP/7AMb2vOHTSCw+0fKtpe5OtrNBYt+ozAGSCWtg9V6QHglzieWQItlHICcvawb/qqzMU6R0YZHtoyg3+mg2fG/By0hgkkiFM83ZrtGJhl+cVeN9ol2AkAWt3c65m8H9jRydieNnPemFji/Rygf/lr/4LWhzPkJuNBMN9GNJj5iuA7wTwowB+CsCPMPMniOh7ieibHvX/7yNCt0S535jht7MLiFszjdNOerWqJlJurNIbbMQOcvpqG7O+ulBJCP7PDq1ApP0u+DWJsbCRz/rbYhtxxbyGjQPzaH8/vrxzbfmedwl0n/s1aZnI8M+SG3KRdpgOh9MsbKZ4fqs+l4WdizN23ABlptvnho3DtB3vrUzzloz3eLbV9CsFM38MwMem777n5Nzf/sixvEqo0wNXFCTYzqZzK7R1M43OsqYoZMOU2wJodRx28EGOP3G4t5CtUJm+C56bYbzl4/h9zbKO74Jfk3dKLFQ+gmwyhPsKoojyddJzrjGnp1kwcvwuY6w7so2j0eNlR5hJGuMfh+vxLvXVGeKkm2rUiP7mCRGlsyK94XQCEDms0GaJxSxDsMe2FCzrVIC4AiPO+1kYkgQAmSaWdbGwGYeGf7X8beiYHTrOchOglaxRyEvbvJ0cjxfTou1IabljutsGxJ83AGeFo+2z/5lKXw3cpR23xzMxkfcs2qy++j6RUJS4McaZ+adk/tUu4o83ONKLEYV6O2ZGmiI9p9NdbGeLFZoFWs3pIX5uAv6BNTsupxUqo5kG1/gtwkHTM2MNtER/7EBkdK/gAzt+G0TixvF4cT6+pYsFcmmQb3kFWyZSny36p8FzA+DvsenIQh4zEMqDh/XomIHWLclT8DiTj/hu9YlyeomFDbmT4udoR5hhSqIjhhAxNMitQSxFByNUQPUZH+R96HTlqi1cVbMbNmgGyOcg0gKtHOz4zETaQysmktzn0HGnvnrtYvHYob1yzFv1Z/OWkYl8RqfrD5EHkQniJhg8gMhM2nE4oHUK/lfXZIr5ewkG+UzbFTT8eA8H2w8zf7lEC7lG+wFAviNkG4OUQQ7+z0YEiFdwnQ91lsd4BQ8GOUmradTlkVmGkFGDfBdAJvFBtn8aP7e7G4VQwlbT9zh0QBYA7otHDuw1xIqxWnxBI7c0GmRg2qmYDhl2vH8xtKxvZHCvFmfOKu6chb46w7z558fZOaTHM+V2Ex/fklNkyC1ZPLRI7zMutEgv+IVI5Gze7HhdkV7pN5plWaPLECYt6022jsYJKaQxh8YFJ9ue1Nk6O1cJmP8zS62lY8U9b8AoMYHes+3qwY5nllgcAX/7BfozU0GUj9tseTYmEu46PD10/Jgit+cbvFg1TJr7DbjrfrMseZrdKMzX2dsaxf0RHA0FCn0J5irSY1ewtmaQLYgM/1Kjma07B5EFhkHOsrA5KSdZSUlSFbLNTOTZvKFfkya3FNrxWy9sd6Y+RdrnFPN2o8RJQQiZn4le2H5lMx1bAH3C8bugca92vP00J6XIzf6+eH5gzm3xh2GDFr+tT8m10wbcLPgNGNHfPGFCGoWk2apn2455AUa6RRoRuXbMKXI70dYdnB4MO95PePTgXkPcv1XP5vYN/8I+LGzsoYllJQL5CpuHD++VgoB7QKSVjwzW5/HDe6U4SHmmj0stK8aH8HHOsi5zSwQi77Lnk88WTmdI7aVahOdiWXHiZGRj6V+dLRIMOwNiCBLUtunB8RktKiBed5tb+iD3yFHIdv5v74BWGdvZ5oRHjuzV4yBDeI4dN6dGvyZxHzsuZ2Zjx2+ydQZoDSfkk5OjxbyrcfbCLscXdvhFG3DfP7/Byam0rCZOmX+rQU6V033e3ONsu8MRO269sg4SC0KuhU2GMZqI/lYNE9wZsNbW922P5pkgAnonvcpwd9nsg1yo6IMxhRUa+SK9m1v1RB5Qh38BzOMfv6+8govTHQfP7fCkt4c8+BcbO/0qgb769ufjYX1hR7/fQPDm/ot7zH0++xAzbtqbkT/HMv8ZwP8tcuA20EqQ261jhwW3O/iI4bzmuPFcvzH8DNekjQzDjf50DhPNxYKbk0X0lxoVkHGxuMUgAwBRMomF/XQLRE4McgagRbTeXlt7BScq0pukMbfY8UNu4eM2y0oDaSGd0wPd32q6/aBUQOvWGA9aVn9DPnRYryfusNRyZGselvXMEceGve9ymYudSyxuFukliLNC7aiR6S30VoMEIGco0gN5H+QV0KpQvSebZhrhc7tTy9oOkfd1Dg+6ZvB/DiLbf26wX9FimrflNWk+p5JYzLkdDo+X2uikR+ZvI8f9ubWf0JzCX5PATbLuJvOfITcTh+Hq5Teuw1w63RsdEPVrA/gT5Xbzklzo4s/Pjh0Z7qHoiCFM6NZaCqeHAoKRWCzYOmbrYtEugy2DD/LcstjEqpPehKAfO7ZXjRn8u0N+DueWxeFzu8H8Ly3s7LnRF20rJLU6LAwyjSs4/v12W199OB15t+oPbggLoJ+G+cc0xBMm8vk/jBn3gMis8pG7wL/h/HMVjuaK6G+eQEEgru1lEZ2JNH66XLHspIeKASL7fVUyFOkBuKdlsehYLRMZHoxg1lebI9PYCxXP9kcHkQTcY89nwX/N8uB/BkS6/CASC1qeGy6mZ91S52+/J8rFss47M+7QxNa5Dwlyu2GpdZSPZAORJs6Yf/N9JhB5D++h7zWiXIu2DyQWn6HRtXiFOYeWVQAyz4c6g2xdLPp3KTTIdCeInHIDEF+ne6dDxzK3+EgL97DjQ6ebSctKcG19F4f1tPZf5oUd/RF8Pm/Agq3T/8oSdnG2PmTBf6a4CUaWmx6J8qT3eU0mSO1l2minjgQpRH86hwnxQUYGBhkADEC2AMQyyOoWIEV6SSzszvbXlhKLZFpWuoMdVxmCuQ7Ds3WH3Oyh49hTaVnpdvtoWyykIHl9arx4TmIxAQ+r083wAqRbQGvKoy0VEoFIGyfsuC/2Wp8bMW6B/6UufjoWOm7xHtOiLd+uxogMww2OhgIFtSK9whx/Yo1Ot9YbDwhqfrp8BsRCxp0gEgIi7fHol/vE1t2YtwOBHJ0dxznQWjPImfw9/bydMcjigUyERAVR8z01HV0BLT0W/X57JmYwQkgFIm9eWzM7jrwNJ87s+ex9x/OXkWPe9jVxu3nNg8f1OuKGZWTESP4Ee3PBNFat8VlW+8L2SGoJRlLJEOZmGvbQkWWdkNhjx/aqMbOs7pCZQ1DXjufK7UwTuWbHKY8M4V4NsuSGRHrPQ24n47Uv7Cz6avhn+Zm+2kYmffXZ86MdO7KsaQpHAW2E1T6cnINjbuHvN2B6B6zB/4r5TzFvb3sALxnB3zyBggoIXacbHiAX3NWOmeQGI/e3sWMCWie5KfBPVqTnVtjPzBtuvNzjxQnLgyP4V4cOxce5crvFaLXrcnyZa7F9xBezJtL9d/hrEncBprXuM0Fu92iQ7VqGpi+TxGFXY7HrkWfHBhPx8f+3d+bxthXVnf+tfe59A/B4zONjeAgISDM+EBxAA4044RDH1kQUNd2Kgh3jmDaJdndMNNoYiSEfh6edOASHNOkmop8YGk2LgggqAt1EjKJGMY7I8HjvVv+xp6raVbXr3HP2OWsd1tcP3rt31blvrVN7V61atWqVVxSc2AjQKYCEpmDeO3OizYPMv+PPj/cs45AtA4W7MeKleUvG6ZIbpyvNO94fg+xY0LOQcPUkvOOhUwKdZVHu75tnREY9yGgnAM1SvYDBLZ0SzP0pzVvnEDP+nRALIc+kR+/EhhKVOZIwIsMTawE6Vdje8U5TJL3FEnTULBaLSTUIkggPsh+GEDa0qKgWfCUdx5wwRgqvXeqMAe1HmbebN7GJeVnr61T8NT/i3vGw8S9pyTdu/NeldUHtQW6PmuauG5J9QtejJWhiA7jOgYgxYl9KMv6zUmpZBpck3WAbkZEVHAo9hxJ0SxDaONoWCtNNgLjcLQY2lEdNQ4YHmQrYx1UG8yDXZb4Ryd34943IiPHfGlqyPMjOpVPU1c2LLxlWtkmheKaHYBYLCPLWxUIqItfuFI+5bgDcdyxSFHDWse8n4X/7/pVnjFDngjcJB2rwEBRBuuXE/IdzPA8u2hQIryKWN9z7zqqGAORIWsJ8VGUEVWnQjIBUaJ05tVUSCENwjCvuL1sivjqsmyTvgZvjOWZE1t5jEd7Hhkyz0PKyNrdEtFviUAbfGLEDrLl3JYD33qR1c2Ii2bcbvJWMcJnrHe9+TgI5pwRalfmTktGbtNlGJP++BEimHuyExgjz/KeMf4ZI6J55UOcKNoZ/B0IF3MM0WoFD8Z6uIcb8kfBCLFwnasA7bnu/uE9sUkvZPd5x9p1NJ77aL7baCeUEYKXRj79uqRjkjqGFNl0YieiCKfhr6NpN88a83ZDu71JGpAzd7Au/rOsdl+WJ7D/+XO7mSouYdzwUXy2o/aQgoXdmQd15FGZFnKEV88bVm6HsGAz+Xsm8pfqgl5V7B5IwIvs2V7IPsej29MFiojKFnVM64q7bKoyRYBAhU5yJmFfkxVI7hhb39w2AM4GOGSNWHUlGZA5t9hFhR4RbdOZswsNHUlljQv2FpNzc0sLB+Y88TKhftpGE0+ZAIOpfqq9qui+WCA/ySqTI9XT5uYL5d/xxT2TQgywphV2Pl9XPFQzLiGR/rGoidry8dgdse2WD/4QU6ZEs4B3P+hwXnL4vPGlzJzahD/Inavw7RmRTOhOZpkbkOQvleJbwTMb22JRXXl/CXx0PzWKxkBjXWpmfIDl4Rm40DKEIGZFDCzchCS+rHz5S/nR2KA4r26T4sbfWM9cXGiOg4ZDK9OAUkFebebO12lQTt5ihhba49fpwbzfA9bIGVjKc69gFT1ITy+5mr3ZiI0K31AEvAeM/WpcliawxnXZzCocVa8rExHUOChH0TLrwl5f90MMG2z7hvuRL8GKQraKAB5kkGZG+odXjHXe8rMMLNyGuodXfbs7sYGDZJqTrwvIuXQ+yvVQvIy6+NUii3rqiHbDb5WzmugHJgTdkRMoKH8lwDtgeZFHhI2Ns9ipv1oUDyzU5WSdXNteyQmNy0vOFTglkv4roIUFcAb0zF2xDi3nL+jGc1pPonDZXUOOxc+5xJrFU75+kV8ayyjMimw4yYiA3seNOiMVMJJyAHg+y5zlnr45DwouKgBFpL/lyf98AeI0TLHLTTrn3eDOO8S9tqT78O9DzTArQLUVXt8Tzy52eSVu6Ej9yNldygrnFwAhnIxv3r42ATA9yGWIhTTfrKqZb5Yl0jEj2xohvICe840QoJIVYUIGcGORmcyUJOkzDn9h0lPOrk/UZ5roBbv/QExNZ33V/MibRNyY/IEA1ZBiG4Y1sA8o0AH2ef8BesRGgnJ3GNNIYbkYcQe+bMLhbQ3xwlrOZP4i+BzkWQxgwItm/ZFTA2YCY0o3Iy/HM/HFv5K+W6p0i+/lzjSxAwMSGesbrjgfZOo6Zu25w2y1l/MOtyX9iAyQbrpuhg9z9GtyhwL6F+jLkZRXlHe8PsWhtYuqsBnDGyRcfmZA67xtF6jIkxzm8iJ5/jnAfedhgRBkj7oET0ZP0agNZnG7OZUMnD3KnLvcOxPcgWyXB+GpBB7x0rQ+vtB2w24NChHhZO7p4xZ5nzvaO8283wJ2ERouaS6kbEDslqfhq7s8kvHlNpC2CB7yIYIyT9Ky+RMYzmYhBbhYXA32jCN1a+I/HaiDn4yx3c//aCLFdvsFcwZKOY/Z1iw0CJNCIzPQgt/mrZU1sAICwo7r2i0OeyAoRz2R4YhO6dr11w0o2FRIyhmNZBSnnvFd+kWuEuFEkAnSzGWdVQ4ChnFqN6kxIRRuR/o36fsD4F0DOBkROMB9VGeEYI8wfSO84Zlv2kAfZ8Y5zN/6pQCx9kb9Jr2tE8m83wOruYjHIjZdVkPHvB/3EOv7G2BR0PKw/sQnEi5e/lD8KsuOrmb9vAFwPclg3uSm1KPK7dWndljW896dCCyKi3fpT2LmZHuRM2sgkQmPQ7RMlHRQiQkYLCb0zD0TFII/hZSUvFRr3J8LTzS1ydSuo8Dyv7JWrfqw4l0DkGO1Yu3KkMaBq73jaiLQHNfa6WUZ9sLRjVAqLG0waU3WVtq2M15asyfEgux1ouDJDkhJ2jEgSlsKuJSauu5GtvjkTkSYknMbUwZm0LVa7cYK7xcAH21PJvWU9L2tfrmDXyzoaXr6JyDyOuf61EBQ+4nnhou1WTWwKWx/uujVapcMQRMbWNYZFOA+y74m0V234G/9AciNbML4a7QV7An1GfdkJHyFhumXkCi7sYpmGlk/QyypItxwRi3q1kWQFLWiat0XF8SDLMiJjnsg6BjnlRWEHjXFQSEc39spVP3uyWKAaBJy2ZP4qR5ZBa+wOv67eGJHswxA61od36Rta1mfYP5OArV/My+rayZKMf0u3aJ32h6RUaE7fGFmxCR04IUI3s9Jfqa4rQJ8oGd5x/54U2G++hhrI+TixrnOUI4dxQizgncjG3tCK59P146vLEAvYFYaWbjK8MIRYCAUV1MZYNzdnIeAkuLp1xO14WQV5IgMhFO51ecNYz22TMZm95x+eQmF5W09y1oHifEjE8fueSPdrEKCbTczQsp4/WSEW/Z5IJ/uIpBUbi464fhYLsivJ0k0CzC0GRjhGJHMPsr+RLbbJhqolGklhCCB4KrS/ex6TMovFKFjOk7gR2TngBYV3CArzV7mRv3sISnkZ97JKabdoaXCpXpIxEpcxtElPlqGVkDGw6CHL0MpIhRaIn5egW8o73o2LDxSKITIhdcJHmpvDizNNBIjLfFRlhG2MjPi3rJ3FIpUHuUDhxFT7m8HY0chaLbE5xy3b7uSq44x5zznSiNdzkh6hmtwU4XKWuANxzIPsbvZy77Glx4PcFlg/qK8yI1IhWLVORWuMiBqwE7olJzYCRnfXiPQL3Z+ubhLI9yA7tSU8kxax982+lNRusiKm1UAeg4ixwhEvDCHqHag9yG4MxuDiTYQXhpDyfPip0GjE/XF3dYv2e1R5yAlYkeKJbLyK6dPm7PtidOs0VNg73l5LytABpMKuQodpuDMB7lDwVyD8TEo1tMYKH5HQcCYcQliW1fed0SFSWRbddrOcQMJ0kyAud4uBD04MKPOvjfxNemEPcSiNEXsPcsKIDMVXyzpGu5YvHKfrLysWZMeyymi3NlewVxr0wgoxIjvK+MWuoVV6fSKVWdLvZQ3aH9zbDXD79dhSffMcWvUl6Jag8fhbKzuSjP8cEUOrUSJeN5uEkwSQ+L6pB3khMeKWszM26dXXkk+bS4QhdLJYcI+vbjI51Nd+cWuMFFTASdEnpN1scyRcr/4hKMTCo9+IFJZzNrXC5LURQVqcbr8HOXwIyrBSTYVUiEXAyyrqmczAeSZFeZATeZBD75uIhzGAgLZQAzkTZ4zg7q3LzYNcVJu9bLOFu24JD7LjHa//J8nz3yhTxlfHDIxaLzveU45uPR5kaxxrOn72E5se+Tq6jvFZFsRlTKYLkzBwJ0TsrLCRtAhKix5PpDvADS3MdOk7TMPpJ0W8b3Hq96ywHHaiUg9GfucK91GVD6I8kXl5kMuq5BhX/HWrZe2JQa48yO497rrFjf+y2DMiIchbl6mbu6teiG61MiYsbzjEQs6g5vR9HYeW72UlOJYJd1Irg35KLUjzRLZEbcgF0M2nmzNeLp1H0ngrpyRtpU0PCllM7I6Uu7fO36Tn2IiuN9nP9MA/D7K33Bnxjjcdv6RUaOjp2P2OkNqd5/w7x4jR6F0by8PcxA1yb7fMGOTQoCbDGEm5Wasf1iRgYXQLVRFljNik5bXfI10CHQAAIABJREFUN3G69Rn/ZE3aJFhlGbhhP4ulGyeYjzyMsI1M7gM28jbpNV5W617B3YPcjFB1GIJVElomlBQ73nR6K851W+x766xpEPd28z3InXL3Z/kE1/oOLNvE+BObnsmA/f/cJ6RAdBLqXIe84xJIeMeb+074iFBjpMfz71aSoFsii0Vzvy2QG18dfSjLHwS5YT8CENA7MyFx4hI7iODkQU4YkfYpQ4AA47/eyFZf2kWhgdyJuWbebj3+gGCcbmM0M2+3hp4Qi+anHTfIXLdMD3Iwvpp7XwJ4HYhf5OtmTYEk6IYM3Zpiwbr1VJFw7G+csOyhvkRGu7VEQ5pCOgvQLbY3iivMRx5GOIME869tzDzIngU9uHgT0cjXPUwjlMLOPUiEe7v5uvnldbW2kxRjaPXEBbZHFdfVreeSu24dj3G6mp2hg79uQMrQCnrHPaOZNfakOsdbJ+aZhKebX9R9ZsX0JQBsjXo9/3Z9EbpZxHSz0vTJajcLAeIytxgYIcmI9EMsLCPRNyILFO497h7kprvrZkMIeZAL5xhB/u1W/n8k04NnRBa2B1mYblGvq6Vim6GDuW49/YF4YyQVhuBP2hzPvwDdEh5k/75sQ8uV1xh3YZ4gLXa8nzYtpuA8yBGcA14k6SRJVqiBnI272Yt5K+d6kOvCRIwhO/xY1h4DOVbOkkbmxsTwihOeSim6hS+FG5F97eR5x+MfZQpFfg/oRsLidDOerfBS/XAiDUFWnK6Y9w3Iibx1PcjVPRG6taRSfZY/ZbUbRewSrqiBnIskDzJ5D2LMAC6qF825x/yR6KR5i+hGoXvM263Pg2wdFFKWkyBjJNPLav9oPsJct0wPsrPZy4u5Zo2z0dUrCsTpRitzJKFb8mMSdEvQDWlyCmXhyxs6BEVMPwnnGO0YTYiF4EmbBHmZW0OMEBaDnJ0HGX6u4IFlmxjPg+zsnQwYy07WDv7tVpKOQbbvt1ksuOs2rgdZUmxdKV9soOoa/8L8KBn9g+NllRSnm2PQ2+1GgZdQApG+xNnPIGnSZhGLHQ8akcLI8fyn7nFGwsZQ5qMqI8TFsvZ7kImojNGVFIPsbWSLLZ91cs86n2WKFz4SXV4LGiPDizcZtREZMZ78AdvxjDBXLhZS4V87tpVMI7IjbSAaSM7EBo6MMWlD4VrSiBkjxpqMi5q02eSsaoiatFl0uknq/DTSdBIEc2uIEcLidGNLZuKzWFQ0aewseUNZLESdEtgXhuDHf0KQl7XHg9y0nWWLSDP+m6veAVuQ8Q+M1T+4ad4Gk2iK5K+ele0m5H0DkNMA7MeyDOKOf4GTbY/OxCayEiCF2Mo2V9RAzsSN3WX+tTW5gneUPx3R3YNCyur2ICFDt1wPsuPt5945NvbginMdrUf26VfM223c3pCo+YycVY2+enV1y+vDftIGJNuujnQqrPzkkpbqc2S0222cz82biJOkvHQnn+RcCNAtgzYVmn1TmG4x49/STdTBPDYCxGY+8vDBXcbg3rKBJab695DHVVIMsh+GEIlBtuMG23vcH3e3Q482hWNbCRnU+sIQAgO2nCXftAfZr2brJt6I9B5Wed66uIxBz7/Qpfp+L6uw3NwZQcVuuJaU1age6glp7QQjuSEWEqTmbjGwwfUgM2/axoNceSJjRmRzT1AMcmNEdoMfwx5k+6Pc262zNh+pV/+wTC3uz2TO+rX10x3UuOvm4cnb5Jx11BGkW06mB+uZFJUxICN0LnhfgGpZOJM2Qc+kRV8qtOoiWZcr42zSE9FuJGu75KDWEBGdS0S3EdHtRPS6QPl/JKJvEtHXiOjvieiQIeWZCFFL9V3PR004TleSbvFMD+FNeiOrwsCyTUyeJ9KOreutzAXfe++JWxuRfkq06uaQkk1ORlxu+UtbXVY2hPwVJlHPJJBcPQulQjPNuydAN4scI1JU7HiGjItx2lyfk0QWjrwC2mIwA5lKy+RSAI8HcAyA5xLRMV61rwLYYow5DsDHAfzxUPJMjEgva+lBjmaxqDoQ48QpMNfND7GIGMhNGIJzwIsM3SKXsQ9VdZl3NrGQik49q7oYG3LMiQ3kxrJGU2o176VVX4Ju9gpUtEY7IRUVhpBDYFWDfV/i0yeuvRrFvzNxiD6TofARYUiQekiL4VQAtxtjvmWM2QbgowCeYlcwxvyDMeae6vJaAJsGlGciXM8Id0PL2jDj/OIZyFVBIcmD3CiTlwrNa7jhxJoKvny+4eV7tMqF0fKC+TPZdc95l/FVD/bP5Nib9DoXzMnwIAe8rOxfNyDpQfbvu8+oCOWCvzo1LEPLujmcSNPCToYQ6UvsSZusiU1/GEKBOgbZ0k0EmsWi5kAA37Wu76zuxbgAwN+FCojopUR0PRFdf9ddd01RxHxcL+tcRMinMaS6HuQilPYs4FVmi+2pStZzfpSw9yDnhSHUb61kI7I3ltWx/bm3m+udynmHjPsR3iSera5HmXL2TzGi6zCIVZE3sYkTPLxGVNiPTXjy7RvKIomJ3owBJMqDLEfSEhYjDxE9H8AWAG8LlRtj/sIYs8UYs2XvvfeerXAVJGqpPtOD3HSSzi6+YWWblFpWCh/H3NZDt5y5aq2wad1ExiCP+eWTqIbLxPL8y4qJDPQZfg17yVdSpoeEB7mJi3fidAXoVOP09f1VZU1sWqL9ZBHoQyQ8kxkUdsin0JaTMHFZGvBvfw/AQdb1puqeAxGdDeCNAM40xtw/oDwTIepEtoo2Btm6F4zTtT/E3Phv4ji7B4WEKES125hGpP27EM9/e9njrUt8ljuxJd/2Wlqat4w+wWk3SZ67uIHsb9IDpC3V2+TIuyBGZLN/2wqxqMuEqdZ5h4x73y2WoJwsY35Ia+g6AEcQ0WYiWgPgOQCusCsQ0YkALgNwnjHmRwPKMjkCN7K1l5EQi/p+YWd6YP6SZS7VO5uG6nvsPf+ZRmSlhqzYcY9ez79E3QLnLls4g1po9YYrGZ5I+2h3Ofmr4eoWrVNXJVnx1RZ97QZINv7DNFksSG4KO2nP2aIxWO9sjNkO4EIAVwG4BcBfG2NuJqI3E9F5VbW3AdgFwOVEdCMRXRH5c/PHflDZe+u8PMixEIuQHsxV8w2KsUIs+CtX/cibZXf9kozJndg4Psjmpih6l7PdF3JYYaZC3MsaqikrxCIeXub3j5JXNaIsgPGfs3E0OPHmiumfYjYnV0rQx0KYuIOGWMAYcyWAK717b7J+P3vIf3+qhDyvbIl37LYHuTmNx/Igs/eyBjYFparJOuClks9kLlETtbb0orRbXRqZ1InAXxX1N1dSvC5LAplvulUCS74i2q3fgxyKr5bxTPaHjziZHppCCbpZRmQsLr6ZbAs7vMZmjBVSZfpwH1XZ4BpazL8238tqbzAMbUoRddpcz3Xys8x1i+zGjlUT5WVdRRYLEpPCzqWvKeR5IjM8yCGnsQjV7BW1nqoQFj5i0Zehw7kl4pmM06QvbY5jtgsF6DbGhBTIXnBkgoDv30LWyDNXBPX8qbRMAQOZJMVX+97xnhl24QyAzHVrlqZ7slgEvHXsdevzGHtWv7wwBAt/MuDrJs07nugTbC+d/bO8EKBbTr8emomK0K2fYFw89/ENgOP5jzUb9xXDGCaRK9j3oUgz/nWT3mLiGCDcX7xOnG4rb/9R08OKNjEJ3dyCujxwky2Z8oWMSO669XiQjXd0uLyOPwPq/CJDt8QmPb/dYvsd2BJaUWsuvTAEyc9kj7jiTncc09CSZZZZ+E3hZ7Hg3u8LRw3kTIyojj++VB/Kg0ySjtHO/e6DYQjM260ni0UnXZioATvl+rBvh9Z8BxBnEOoJp3s3afyLUC7DoJf4vgFwPJE9NUNpdVmTk32kmQQIy/Hs0LM6JeI5DBOTPJzmTZk2zK0hPhSOB5n515bw1rlpfcqB20iKQc6M0w12IOw9/7VXoK9e+6Px+wjRLb96dyInhWjcIALtK0G3VCq0Tl5WYVZkIqtPc1BIKPRAQrslCOV4bgtl6dYXYkGw1DTCfMnjOBKUqcPc0mOEG/A5PzlyGDPEopAUg5wbYlFRiDK0xjP+JR+C4ovbPfo2UZk7kaX61oMsqd0A1zBMVxHXbjkyBj3/Ekj0fZ7NL25Rw8aTt57YtKnQbEcC8/HNI9YUhXVartST9CQg62mZI8HsD2zJC7GwbkY/yo4xsyE4cO8cx9XNWhZlb/z3hI+Eqjc1uE/aemjSvNnGSO2d5O75B7IsQ3upnhp9Beg2hvEva7Kdh9NumaeTSiG4kiNNtXFWSBek3Tghe+SZJYWkOF3PyxrzJNR5We00cNx1G3cjm6gl3zGNSNiDmrB26/VESvOytoy1cVSCbjmGYbDdBpRpWiR06+4BEHzaXK8jQa7xH92rYT+TopysGTmeRWUckQv3UZUPkgY1v8NwwqctQ7/ZVBQ/TYodmZ7IYCJ17t66cTcgSlqq7zX2/TAEp3AxCC7VS1AuLqP4FHaOYRirEfDWiWi3fnpXFAUSCrFokK4b3Lh4eerIElgN5Exk5QqOE/QgC46v7vVEihqw80IsgsY/d9W8oMcc77istFMtfeKK845nhGCFn0lhuvlFnvEvK+bfpSNuZ3OlU3sWIk1GzmY7q/lkxelmfP8CmiiMpHZQAzkfSZ1jYiNbyDAxkjzImUZkjahBrZGvJxYwZPxzD40ZM75achaL3uVscR4tCvwWr2pE6FSTHz4irt3GWIYRN7Gx8MX1s4/IcpIAOUakvUlPGQ7moyofyIlBZv5YxnYsw0tXF/CMiNMt6tIKVOfuHR+zu5O1dFjK124qdEtTgxp/3Ur6NkzK9Pwjy4McjEGWoFyOdxxtuzXH+gpQLRU+4qflIyJZeZDHWNVwnkohfUkf4bSKyrThbjHwwX4O2Xvr8jzIoYNC+Hcgk4QhMNdtXC+rs1TP/ZnsjNDBanVuboLVdtx1y8SPH/R/Zwt19y1YN8ofUic2tm4979siZrEIGpcSdLNCLKKnyTm3Rc1sehE72RbGYow8M0DURraEERlKV1cUkgwt3/iP1QtUYO8dr5fN8uK0ZBkjPcZ/6sAJ7qp5LNSkDYAjccc+plhNebpFHjSxxr9NxjNJ3omPYhhnNWpRCK2QikCWwMytIUaIjGXtXoY9yPHPsqMRLy9Ot4jozhO/3SLyBjdXDiTStEiE/YTuyzO0LDrxI9XPIlQsQLdxQiwkPZOAo9tYKzYilIvTho10xwD+/WQP/mQbaENjpNMcnCrVdJPVEFK/5dkjaXmtk+khbUQ6RjN3L2snG0KsljsAABAQGtNjRHoDtTNcC9PNf4dS6YvYv28ecTurfSabOtzbDYCtUVQ3se2W8I578rPvGhN03jf/8BpJThIgObEx3iE8otJh9mCQaDdl6kjonVngGCDsB7We5Wy/tqTOMXfmHOxAmOu2yO3WhxciKFq3Xi9rRl1OZBgYYsNHbEOrrzFI8EEhEdp2E6ZPRpq3YPiIBLIy2FmT7ZyUd2yQ9Zxxt/TYICp3aWKTnkO95CvSy9rd8OTWc34ELhjS0aVPN2mWVsbR2IJ16yPk+WfflwDI8SDLnJACKQ9ycztkREpot4SXtXn/BKjRS0ZbLNwx2qH2E6GbJGNeDeRsaCRok15mvKfME6LcEIveQc0e07gb/7keZCuWtfEeCFv/jS2Lus1b68a93Vw6xn9zGnj3mRURhuBkuYlU8d9LgH8/CSSNyLag/OG8YgJU86wntyQ1RojySOaEWEBWEosMGZtTAgcW5cGOrJFnnjhxuty/tjxDq+4k3SQWzF+5xAZEt6AuFzRge97x3omN81HmujXkepC798TQu1Iv6JkE0kak9NCYMfaWiEvPZ5GTWUVUHmSL2JglNi4+MT+pY5DlbtKThX7LmcgytPxmHWM5W4xueS4B19CS9bh3NOsYI9SeWsa93XwihlYozZuIQc0ix/Nv1R5YmmnjyttJqRWvypS4kORN5soVm7pQhHItvSttJCtO1yI2aRMbX52BHhQyG2RZDPPEnqVy9yD7q2cRcZ0lqBruuuWGIYj2IIevQzvPmxALIcZ/r30R9CAzbzePvoMLxOnmvEOxOnVVQe8bMJZurqNSgG6rRUK7WfRlxAFBrPHvE5qQytJN1rMlY1RlgPsSMm9kf5NerFpwFspdt0wDuS6PXjCkx8jtxNY5n+WunEfvcnZ+XXZkeOv66vKCAr/V156XFe2kTYZ3Kx4+YjqGhzDjP0Fnsu0WzlqcVWCdpBd734rAcyu83WqaGGRp4SOijHk1kLOxj2NmH6fbcSGP4dHirltmjucmvtreXyTNO+6LGwixaDv+AcWaKoFVCwTye0rOYtE3aZNm/KeOoif3pzzd4qE8oRCL0OfYkhGmVN8fFSRuNarGH4+DYT9G0i69BE03KVwPIch6E+aJeyTb/OTIIfM4ZpmnKOXJJzI1U2SArkl5ffgb/5mEwke4T9o8eldsAvdYk5PpIfzBqYsyfRIyekWFhLYaF/t9a+7J0nOczZXSdPPxVzXUUB6WBRlVh8f2ILOP0+2EIUS8B5Xh4XT80nSLiRvaEMXeMxLxzvm1LI+WaW8OJtVUqU5a6KzCJLIhiDAibSKx485mL0jy1vV//yInpID3oMXqtD/ag0IGlGkAutsb3BuFvUlPxIR0nGdSXHP1Ek7RqkwbCb0zDyR5kHMNrdAmPWG6RWfQoSebvWqZAtp5kJvPynqVfU278dVyM3T40pJtYfk1JOg21iY9tO0mATt0btFCLNDfbrWOdoiFjAlpMhcaAIBGUtstH3HarKzMW4KxkDWqzpEi0ZGyI/MkPZGbvWIxkB51eznpwrh7xzsZOvpCLDIMF2a0WSzCArc70K2b3J9Jnx5x5em2ShklqJbYpOdjr7SxHwM8+sK1CgIKoTHIPsYsbhhCrZvYPMg77p+3BGMh9FueA/Y3xd3Qyu28G6+PoI4/M3zEUN2RxD/LjszwkeDyGnfdfCJLvsF8umIGuPSyZ3hCOqxEU8HuHyIrOGK9rDkZfASoMS5mpeofqxNi3RAL5uNbJs641nP4Ei/6Mz2EEwUIUG67GsgLCaV2cnPD9yDHDK3QoMa+c8z77u2l+vYm83bzUgJEJytNiIUk73hN2Ii0c5Y616HK3IlM4sQegpJx1HRoVUOEbhke5OBBIRJIhMbsWNlR3rb2ociKQe5nBeVyvt1uMp7JDIzzQw47ts1bgrGQMqrOHRoJMpAz43RFGpF16ERoKd6ph245e91K+UzEiGx0khga49NrRGJhslh0jH+3cAYSTUp+GIKo9w1IGpE+zmZmCbolCHqQRcUgx2Wsx7MmXKu6WggkNE0K9SAvJkaS1yczTrf1HiQ+y42OERkx/gNL9fzbrX4dK9k9w9Df7OWqw1y3hvDEJmVEsm83Hz9DQOHGw4s2IqNVQpM6AbqlPN6JzCrS8GVfqTZL1c9mUVjfhIT41tFSvKzxrgbCKiQ3Ilqd6hhkEWe62KgHeTEpRiPrgvnXlpsHOZDFgr8xkmf8h8IQ2Leb5+uItoW1nC1tWbQJIukNsXAKhxZrqvQb/45yM5FpMjKcAyHdJLTbOMa/iLaK4Om5sqMKPxhZIRbNJj0BehYJA7mi9SCLbjkX41+att0koB7kBaUQZCD3ZEOoCWV6YK9bM1ilOwWRKexq+ZpcwbFqEic2FdQzCDc6CzO0EoTCR6zCOUg0Jk6se4+BLE43OzuRV+RNbBzVRRglFPitpM6GMKocP6NC2GS7WI6X1R7kYMC4AN0ynq2gyS/hfVt5YN4SjAVza4gP7sDA/EHMDLEQGROZ6R0P68b9cSfnZycvq/hY1nZi40vb1dX9lCgyvOPNPEGCMWI1RuGH/XjeVdHNFnmHRjSqyq2DQqQRCbGww+yKJhc5934S6RCLCjtlpCgv68YDo0VNvvh6tVGQWhIR8CYwwfIgsx/UYoaVhx8bWV5wfyTydAtlDGA/YDfx1c5lFzdUufqde7vVuAeC1KSN/+GlmiadVGixWHJAyMTG9iC7JbUHsvbWiVvVyOgfCgq9cAJIfP9NiIWdxUJSHuSEB7l+7posFgDa00MEtOHTLuuvI6CJFgH9mjNxBjn2L1mmB7my+WWptnrvOPsBu5GvDrFIe+sk7qrvC42xJ23NtyHBo2XjNYUfyiQvDCEeYuEbyPJCY+Iy1u3VbGSzPZEidIvTHDgRyoMsQbdRRohF40EW9kzusbm3SiHVdDvzdfOWYCyEfstzwF7S4T5g527SCw3Y3HXL9OLUA/nIHtDZ61YSy9CRzPTAfVXDI6ZbY0y6hTOSajJi6fmSMcgivJLxEIvaeGyWfiUb/564/qllRISlOjRhqX+JnxP++1Z7kENp3kQ8khmb9GoP8vaVFREq5eAb/QYymqvhsa+ftwRjIcNiYICoWahvfMTyIId2Z7PXzT8EJWb9lz8KUe5xl7746pFA3agatGJxuiI3V3r4xkhtRC5CpoeOB7kKPbOXs9t4TwG6ZWToqHUkACNTHbCxnPBgcsRTLZXmTcSKzRhZLO5/YKW9KeGRHAPnWG0JfYkwBLwJPLAPCuG/VO81a6SVG++BY2gxfyQ6xn+kWqXTkkAjsvFExkIsQt5xIbrVxMRtNkSJS4UWJ53FYg4CjY3lQR55BvKSZyBLciQAroy+B7nOOVu0Xtbl6gQ6SPMge9f1QSHBk/QktFsixKI2Guv2u++BHb2hXdJoD0NRhoS5NcQHkpQH2d8k1FNtJGkjW9MxVMueo4jAtQfZWUJlr1xFOMTCK/YMZO7PZAmF4gKt67o9JXuQo97xZsXGKZyNTJNAcedAHYPcZEWYnVTTIfHedEMsgFF9RPOSBA9yvF9fMe4mvVGxQJv0KmVrHe/bvqM9IlzC+5bAaNqKmSJrGjxHZJ0258cgh+WtPSO2ocV+ea2OvTIB77ddbRG8rF5T+DHIo4LQZJUUo1o4zrETgyzOy9riP2adEAvnkRSgXCLN21K1N6MxkO1iEYN5fALd5Aq2MhgtNSEWAobOxKNVxyDXExwia/IqYT9DIs1b3W61gVyGWEg6RrufQsIkJsKvv+Zk/PJf75u3GFkIeMuZIGnpMDPTQ91ZiApDaDYnpA3koJeVu/FfkXuM9lIhKOyngsgAJvCIegayRN1awt7x9rag9w2AY0T6IRa1B7lOGwaCEaFTRWKT3rqd1wEAdjxQGsVFQZYHWdbQ6e9DCZ2kV+dBFtFPjpHmbckKj5TxvvXT9CkS5qAe+x22EfsdtnHeYmQh4E3ggWtDcn/JIgO0X0tkpofaQHaX5H1qQ2vkuv4HlWxqRE7Sa9qxcmjJareatCenfiaXR/J0K1AZTzEPckVZLmg5O2FE1h7kHTvCuvMnHoaw70H7AgDu/uHdTfGSkZnFohNfbdz46pGdxUJCP7l2Q2+V2oP81BMOwEkH7za0RDPBPj67vl60+GpOCOidebAsZJAGELCsYtUCBjJ3Gu9A2oNsirLTWHLCR2To2YbLRYxIyA0fiXXmta71cvay7fWRMGADGFH4GNUm9rie+ADYbh9dz554iIUfgwxA1qlltvHvPWePfdpjAQAH/ZuDmqpLQjfpxbJYBDfpSegnn/TOeJmXB3lpVODo/XadgVCzx3nVBDSbNARZffNFohHZXqa9dUuiYpBr+SoDOeJBbpfs5RmRdU/Xlwd5SaJ3vCK6Sa/Sac1Sge1VRgsp7TaibeUvkfAR+/q+0RoAgLnv3lmINhm2ERkLsbBikG/a+3AAwPKm+JG5fLBXKtySw447DMduPRabjt5UFhO1ad5EbNJr8d+gThaLArIOQdlpj3hZpUYdYuEiQLcMYqlblekibBo8P5Zi2RI40hmQ09VleSIrD3K1SS/mFW49ktR2k9yN/4ZwiEVDdd/ZeS5kAkc9m/TqNG/LowLb6lROMlTDqNoyGTP+m8M0ANy3VBrIK/dKMJDbB7HwdOuGWBCuOuRUfPXIh+NLJ544OxlXi+NBdqmX6O3Da2oPsohNejb+QSF1HuQl+yS9qqqYfjJM7Tmu26+8Kcj4T+FFwUharJGI7DdhhrhLvtypwxDKTjzmZd1BZWcvykDO3aRnGZH+Z7kTC7Hw04U5nn8hurUxyO5d34O8PCLcX+9Ur4wv7iz1hFi0S79oPMgr9wgwkO1Nen4WiyrUoN2kBxgqsH157cykmwh7Fuo9lDsqb/GoWckARqJO0ksY/4EQi6I2KCXExSdo4nMd61HQKYEJmtzcVRupfTwsst+EGSIxxGLFlB37aCnczDvQNZDZnxDVdAxVxx4x/g3VKZokhiGEPch+iEVREB6oT5QS4vWJ5UFuyqk2kFsP8sq9MlIC1SEWO7a7S7vNJr1qNLvvgR24X5QHOf7exNK8yZmw5XuQCyIrzRvzfrKHJsSiDkUrrNUdSWNdgOUqw8XJ+53c3Fu0/MFOiMViqcYKGaMqA5ZFhViUzbqCPAPZSam1lrnnpzGQ0yEWD6yU3jyZm/TCMcg1O6/ZGUCp26+Wy1RUUrzjuXmQbQPZbLt/ZtJNQr1Jb8cDnoFMroF81H4b8Khjy41fK/feMzP5hqDrQa7bcW4ijUdi/rxjxfUgE4A/PeEZuHXPQ7Hm4INnI98kEOERG7ZWv7tFwU16Jj15lULdXuc95LxuoXDdfPSo6WFRAzkTP/aON3UYQmUgL4ebebvZDsB1PrLvHOvNTc1BIWHd7jf3V+USQyxcT3FN3TYb1pQpjkYF4Z7KQDYPbJ+ZfJPQxDnGQiys2PH7K0/Qyn0yPMhLqDzIvoE8qmNYWx0fecGzAAAbzj57hhKuksR7U2cdqQ2udglYxrvmeJB7QiyICDfvuRm/e9ZFoDVrZifiatnnYThx5/+Bl/+XQzq6+QbyyIpBltJPxvBT2C0i7MfpBWFxn6ApI6fDR2dtfhwPMnuaGOR0iEW76astLzbISvXjx1fXxscua3cBUBqRv1oqDeSVu385W+FWC3m7TDwKq0tqPMhU1doeAAASrElEQVT3yfAgH7H+8wCADXuuc+43m/SstdC1hx+Oo2+9Besf9rDZCbhaEjGpvgd5RdoqfaJfrw3k2tCqa4pZ0X7SO4DzrwT2fEin6GkvfhoAYKnabGifpCc9BtmEPOEL4h3v5kFWhkT2mzBDZBnIrqyjpbDstQdZVHx1xTgn6d2x637l77vsPAvRpkA6xGL/DfsDKHW7bfdyqbdYty5YlxttHmS3a29CLKwu6YZ9jgQArD3yiJnINikPW/8ZvPSSM7HrXuud+5JPvSrpj0FujvddkWaIxOU86+CzAABP3PxEAMLGAABYXg8c+shg0fMufh6O3XosRkutd1xUmrcMXAO5uTkXWabFxjXlCXR7rCvT3C1YaDU7JGzFZYEsG9I3kMPzoOYozoIQ3n/PlBOeD/PpqmOPxYZbBvKrzngl1pDB12ck3qSY5iQ9L2NAtSHv1ae8urousPWYx+OGfY7E35xwwmyFXDVlj25CKUo9vnDg8XjOXofhppNOGlim6UAELK/tHgAi3kBOGBU771RNOmsVBZ1WDCDpLd28cTO+/gKr1whHPi0M9y6V+09ojewNiEEWxJLcf+f9cRtuw74779vc05P0hkMN5EzkeEQAGDctVsxAbsplWf/AUy8FPv05AHEPsn1K4P1La7Bdmo4B6mdw13VlqEhBwEoxwo2Vp1UCfSfpFd6i1s8zjpTlThMLmTEp4En83XnLW96CG35yA/7oD/4IALBihMUgjxFOIEWlHEJZHS458Zm457Cj8IpTTpmDROPzjNduccKWatIZKxajEVt7xATuKdNCDeRMRNlXD7ibmvqyN0h+r2IG8iW/dgmA1vhfEeVBCKd569QS3HD+INbE1lk6veNZx2PzXlLCYhYYIjx+t7fihw//s07Rhg0bcM2HrmmuV6zDUETwsKcCuD2rqhidxsB+36783Sdhz12eLqZf2Xdzek9JKAZZUcZBykLY3InGunJk4yZgt0Oyq0vpEEPEQizOOPgMAG2aNzH945MvgVneCYCX63JBoIgbNeRBfvpJm3DiwbvPRK4hER9iAcJh676E0592eG/NPXcpl+mffYqANGgAsFu+nJL7yRwO2mMn7LRGvs8suEmvZsHaUMy4JpRBDWQiOpeIbiOi24nodYHytUT0sar8S0R06JDyTIIk+xjL64CLv4alNenmXTuqYs4AvPpRL8MfPu7iGQg3XWL9Xb2sLWapt+bk84GlOrexWyR+gN732DYTgGcn17rttLTTbGWaFqN42i//oBBxHHku8IhXZFXduH4Z//Rfn4B/f+ZhAwulTINFnISnslgsGo84fC/sttMCxowzYTADmYhGAC4F8HgAxwB4LhEd41W7AMBPjTGHA3gngD8aSp5JkWic/LvfPw1P++0To+WfOO8TAEoj8ua9DsOt+3TTAXEn1i61USIuvjpBky7M6+wffcRe8xBnfF7898BepRfSjx1cV00KLjrpopmLNRUuvB54/ieDRRf81gUAgA0PERpPfdApwDn/Obv6qCCR/aWyGLzwhS8EAOy9997Nvb0vvgg7n3kGNpxzzrzEmir1GLBx/TKef1r+arEyHkN6kE8FcLsx5lvGmG0APgrgKV6dpwD4YPX7xwGcRUx71g1r5S09bdhjHQ44ortE/dCHPhQAcMiu5YtVG5G7CNLx1197MrY88dBoeXsyW3l9/EG7zUCq6dAeA+veDxnIN73pHLzvBTI21WB5Hc5+0bE49Li9sNu+rqd48+bNAIADdj9gHpJNzu6HAIefFSx67L99LI7deizW7sH8lEpFWQBe//rXY9u2bdhtt7bPX95/fxx82WWCUn2OwWI6x1kwpIF8IIDvWtd3VveCdYwx2wH8HMCe/h8iopcS0fVEdP1dd901kLhpjth3A77/1j/Hvp/41Fz+/Wly7bXX4pZbbmmu996wFm94wlH44ItOnaNU47Hf5o14+JO7y7hXX301XvKSlzgns11x4SPxIUG6PfKZR6BYok7KsA9/+MM4++yzsc8++zT3Nu60jDU9WUo4sc8hu+KJLzsOo5Er8wc+8AFcfvnlOProo+ck2XDUuUtffsLL5yyJEuLh5x2G9Rv6l6nXVe/ZK8+SkZc7xYn7lCuLT37Ik+csyfQhIiwvyw47uODtj8b5b+3msH7nO9+J008/Haeddlpzb7dffzqKjRux65MDR2srE0HplCgT/GGiZwA41xjz4ur6NwA83BhzoVXnG1WdO6vrf6rq/Dj2d7ds2WKuv/76QWRWFEVRFEVRHjwQ0VeMMVv8+0O6nr4H4CDrelN1L1iHiJYAbATwrwPKpCiKoiiKoihJhjSQrwNwBBFtJqI1AJ4D4AqvzhUAXlD9/gwAnzNDubQVRVEURVEUJYPBdmUZY7YT0YUArgIwAvB+Y8zNRPRmANcbY64A8D4A/52IbgfwE5RGtKIoiqIoiqLMjUHTFhhjrgRwpXfvTdbv9wF45pAyKIqiKIqiKMo4yNn+riiKoiiKoigzQA1kRVEURVEURbFQA1lRFEVRFEVRLNRAVhRFURRFURQLNZAVRVEURVEUxUINZEVRFEVRFEWxUANZURRFURRFUSzUQFYURVEURVEUCzWQFUVRFEVRFMVCDWRFURRFURRFsVADWVEURVEURVEsyBgzbxnGgojuAvDP85ZjhuwF4MfzFuJBjrbBfNHvf77o9z9/tA3mi37/82Xo7/8QY8ze/k1xBvKDDSK63hizZd5yPJjRNpgv+v3PF/3+54+2wXzR73++zOv71xALRVEURVEURbFQA1lRFEVRFEVRLNRA5s9fzFsARdtgzuj3P1/0+58/2gbzRb//+TKX719jkBVFURRFURTFQj3IiqIoiqIoimKhBrKiKIqiKIqiWKiBPEeI6P1E9CMi+kakfCMR/S0R3URENxPRC62yP67u3UJE7yIimp3ki0HG9787EX2KiL5GRF8momOtsnOJ6DYiup2IXjc7qReH1X7/RHQQEf0DEX2zegcumq3ki8Ekz39VPiKirxLR/5yNxIvHhH3QbkT0cSK6tRoHTp+d5IvBhN//q6r+5xtE9BEiWjc7yReDnL6cSt5VjbVfI6KTrLIXENH/q/57wbTlUwN5vmwFcG6i/OUAvmmMOR7AYwD8CRGtIaJHAHgkgOMAHAvgFABnDivqQrIV6e//DQBuNMYcB+A3AVwClIYBgEsBPB7AMQCeS0THDCvqQrIVq/j+AWwH8NvGmGMAnAbg5fr9r4qtWN33X3MRgFuGEe1Bw1asvg0uAfBpY8xRAI6HtsVq2IrVjQEHAnglgC3GmGMBjAA8Z1hRF5KcvvzxAI6o/nspgPcAABHtAeD3ADwcwKkAfo+Idp+mcGogzxFjzDUAfpKqAmBD5R3epaq7vbq/DsAaAGsBLAP44bDSLh4Z3/8xAD5X1b0VwKFEtC/Kl/F2Y8y3jDHbAHwUwFOGlnfRWO33b4z5gTHmhur+L1EaBgcOLe+iMcHzDyLaBOCJAN47tJyLzGrbgIg2AjgDwPuqsm3GmJ8NLe+iMck7AGAJwHoiWgKwE4DvDynrIpLZlz8FwIdMybUAdiOi/QE8DsBnjTE/Mcb8FMBnkZ7sjI0ayLx5N4CjUb54XwdwkTFmxRjzRQD/AOAH1X9XGWPUezB9bgLwdAAgolMBHAJgE8oX+LtWvTuhBtoQxL7/BiI6FMCJAL40Y9keDKS+//8G4DUAVuYj2oOGWBtsBnAXgA9UYS7vJaKd5yfmwhL8/o0x3wPwdgDfQTkG/9wY85m5SbkAJPry2Hg7+DisBjJvHgfgRgAHADgBwLuJaFciOhyl4Vwba79GRI+en5gLy1tRzlZvBPAKAF8FsGO+Ij2oSH7/RLQLgE8AuNgY84v5iLjQBL9/InoSgB8ZY74yV+keHMTegSUAJwF4jzHmRAC/AqB7IaZP7B3YHaVnczPK8XlnInr+/MSUDde+fGneAihJXgjgraZMVn07Ed0B4CiU8cbXGmPuBgAi+jsApwP4/NwkXUCqF/WFQLlRAMAdAL4FYD2Ag6yqmwB8b+YCLjiJ7x9EtIyyQ/0rY8wn5ybkApP4/p8N4DwiegLKUK9diegvjTFqIEyZRBvsBOBOY0ztbfs41ECeOonv/3EA7jDG3FWVfRLAIwD85ZxEFUtGX/49hMfb76Hcm2Xfv3qasqkHmTffAXAWAFRxTw9F+XJ+B8CZRLRUPVxnQjdoTJ1ql/ia6vLFAK6pOszrABxBRJur8ucAuGJeci4qse+/GqjeB+AWY8w75ifhYhP7/o0xrzfGbDLGHIry2f+cGsfDkGiDfwHwXSJ6aFV2FoBvzkXIBSYxBnwHwGlEtFPVH50FHYPHJrMvvwLAb1bZLE5DGc7yAwBXATinyjSyO4BzqntTQz3Ic4SIPoJyBrQXEd2JckfmMgAYY/4cwFsAbCWirwMgAK81xvyYiD4O4NdQxiUblDuZ/3YOKogm4/s/GsAHicgAuBnABVXZdiK6EOXLOALwfmPMzbPXQDar/f5RZnD5DQBfr5Y+AeANxpgrZyi+eCb4/pUpMWEbvALAX1UG3LdQeTqVfCYYA75UjcM3oNw4/1XocdSrIdiXAzgYaNrgSgBPAHA7gHtQPefGmJ8Q0VtQOqwA4M3GmNSGy7HRo6YVRVEURVEUxUJDLBRFURRFURTFQg1kRVEURVEURbFQA1lRFEVRFEVRLNRAVhRFURRFURQLNZAVRVEURVEUlhDR+4noR0T0jYy6ZxDRDUS0nYieESjflYjuJKJ39/0tNZAVRVEmhIh2ENGN1n+HzlumaUFEJxLR+6rfz/cHFiK6moi2JD7/USI6Ymg5FUVZWLYCODez7ncAnA/gw5HytwC4JucPqYGsKIoyOfcaY06w/vt2XVAluJfc174BwLsm+Px7ALxmSrIoivIgwxhzDQAnxzERPYSIPk1EXyGizxPRUVXdbxtjvgZgxf87RHQygH0BfCbn35XcaSuKorCEiA4lotuI6EMAvgHgICL6HSK6joi+RkR/YNV9IxH9XyL6AhF9hIheXd1vPLNEtBcRfbv6fUREb7P+1m9V9x9TfebjRHQrEf1VdVIViOgUIvo/RHQTEX2ZiDYQ0TVEdIIlxxeI6HhPjw0AjjPG3JSh83mWB/02IrqjKvo8gLOJSA+mUhRlWvwFgFcYY04G8GoAf5aqXDkp/qSqm4V2WIqiKJOz3joJ6g4ArwJwBIAXGGOuJaJzqutTUZ6KeQURnQHgVyiPaz4BZX98A4Cv9PxbF6A8bvUUIloL4B+JqPaInAjgYQC+D+AfATySiL4M4GMAnm2MuY6IdgVwL8ojXs8HcDERHQlgXcAQ3oLSwLd5NhE9yro+HACMMVegOnKdiP4awP+u7q8Q0e0Ajs/QTVEUJQkR7QLgEQAur3wAALC252MvA3ClMeZO6zNJ1EBWFEWZnHuNMbY39lAA/2yMuba6dU7131er611QGswbAHzKGHNP9bkrMv6tcwAcZ21A2Vj9rW0AvmyMubP6WzcCOBTAzwH8wBhzHQAYY35RlV8O4D8R0e8AeBHKOD+f/QHc5d37mDHmQkvXq+1CInoNyu/jUuv2jwAcADWQFUWZnALAz+w+N4PTATyaiF6Gsv9dQ0R3G2NeF/uAGsiKoijD8CvrdwLwh8aYy+wKRHRx4vPb0YbBrfP+1iuMMVd5f+sxAO63bu1Aoo83xtxDRJ8F8BQAzwJwcqDavd6/nYSIzgbwTABneEXrqr+lKIoyEcaYXxDRHUT0TGPM5VUoWTIUzBjzvPp3IjofwJaUcQxoDLKiKMosuArAi6qlQRDRgUS0D8rd1E8lovVVvO+Trc98G63R+gzvb/0HIlqu/taRRLRz4t++DcD+RHRKVX+DFQ/8XpQb8K4zxvw08NlbUIVQ9EFEhwC4FMAzjTG+MXwkuqEaiqIovRDRRwB8EcBDqxRtFwB4HoALiOgmADejnOjX+y3uRDlRv4yIbl7tv6seZEVRlIExxnyGiI4G8MUq/u1uAM83xtxARB8DcBPKMITrrI+9HcBfE9FLAfwv6/57UYZO3FB5Tu4C8NTEv72NiJ4N4E+JaD1KT+7ZAO42xnyFiH4B4AORz95KRBuJaIMx5pc9ap4PYE8Af1Pp+H1jzBOIaF+UIRf/0vN5RVGUDsaY50aKOqnfqlCyTT1/byvCIWUOZIzJEE9RFEUZGiL6fZSG69tn9O8dAOBqAEcZYzppkao6rwLwS2PMe1f5b7wKwC+MMe9btaCKoigzRkMsFEVRHoQQ0W8C+BKAN8aM44r3wI1tHpefAfjgBJ9XFEWZOepBVhRFURRFURQL9SAriqIoiqIoioUayIqiKIqiKIpioQayoiiKoiiKoliogawoiqIoiqIoFmogK4qiKIqiKIrF/wce4TLIHSz9xAAAAABJRU5ErkJggg==", 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" ] @@ -246,7 +246,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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NhPAEw/hCEXyh0OG2iogQFiEi2vk8IhI9twsKhdGgUMqAURkwGBQGpTAog7Z/GhVWixmb1YTdZsJmN2JPNRKXZ8NemIgUpBJx2A7vn3HmOBxm7T3BkkC2I4scZaWf16XF52rU2iyonQsl6MHvdePxuPEHQrS67OypFsqrvTS0h2hx+XH6gniDYXyhEL5QGH8oqLVRJBoPXbFFr1fR+A7HoRTG6LvWbgplUBiVwmoyYjWbsdlMWKwmbA5FYpoJe54Fy8hkQrkpYLVgVNo5NMGSQLwlnkRLIgkRoV84Qm4wSE7Aj9Hv1M73vg4IegkEfHh9fnw+H063mZJ6IyVVIapa/LS5w7R5g7h8fvzhsHZshcMEI2EC4RDhSFg7xqKxdH3m8G9fHmsGZcBoMGBURgwGhdFgxKCU9psBHGYzNpsZu92MxSEkphtwDLZhGJFOIDsRk8mC2WjGZDBhM9pIMtlJCvhICniYVXQ12Vmjj+/68F/guxTIx41S6idowzDIy8v77hwJh6C1FFoPQWsZOOvA2wqeNsTbStDnwe/34fMLFS0JFJcbKG1S1HQEaHB56fQH8AQDeII+vEEvgXAoeoBFiEQiRCSCUgqz0YTJYMZsNGE2GLCazCTYHMTbzDjsBhzJCvOAEDLcQmdBHGK3ajuaNYkkaxLJ1mTS7ekUJBWQn5hPYVIh8Zb43uNyNUL9Tmjcq50wnbXahc7bRsTvIuJ3oQIeOoNpbKhLY3OVnQOtYao63LR6fXT4PDj9TjwBN8FwgEgkfFyb06AM2Mx2bGYbdpOFRKudFIeDxAQjjpQIxkIfLUVmGlMVFqOVeEs8qbbUw6+8xDwKkwoZkjKEwuRCDKrbDZFIBFoOQNUmaC6BtnJorwRPq3bhDjgBEFHU+vNYXZnKugojpa1eap1OmtztuPwu3H7nccfTGwqFzWwj0ZZAmj2BVIeV1FQDtgF+vGNNVBQYiBi0C36cOY5kazKZjkzyE/PJT8xnTPoYxmaO1YRlOAQ1xVC9GRr3abE567ULXNj/ZfhioMZfwMcH01lfEeJAm4fq9ibaPO24fB1EJNKbu9+YOEscybZ4chKSyEyykJDrIzjRxKFBRoLmL8VUnDmONFsa+Yn5DE4eTFF6ESdlTiSxfidUboC6HdBWph1jIe8R6xCBWv9gFpWms7oszP6mVuqcLTR11hMMB/o8pu4YlIEkWyK5CSnkJNtI6+/Df5KVg4ONhI1HisVUWyq5CbmMSBnOWCyc7HKSVLtDi6mzOtrBPJKWYH8+rhjI0hI/uxraqGytpt3dfNxtZTKYMBiMQPSiJl92OOU460iwxpMbn0p+ip3MgX6cMxwczFfIUWLYbrKTb0unSMxMdLYzp7maOHdzzDrd4WTWNRbx+s4IW2uaqGippN3dTNdlNxZGg0m7iBrNGJQx+qtWXnGkL2GJEAoHCUWChMLB44gvhaFpNtJGhaie6aA2rWfn24SBQjFS5HUzy9nBLI8Xy1Fl/GLji44JvLHHwdqDNRxqqaK5szbmehUKq9mGORqPoUtgKBXtcGmi8Yh269Z+XUIzEArgD3p63ScSrQkMTUpjeD8jCdNtFI8DrzVGfCIMCwQY7/NzptvDWH8Ahdbx8Ckblb7BfHAwj6V7GtlVW0JjR03MfchstGA1WbUOvykam1KHxaH2Hv2OAUEIByOH49HeI4Qj2nUwGAnhD/rwBT0x48twpDAyOZnRQ8zUz01h54Ag/kjP494SEUYEAszwepnndJOBBa9YaA0lsrl5Em9uFYrLD1LZfLDHPmM0mA7HZDFZsJjMGA2mw7EYlAEFUaFoPBxnl2jW4ghr3yNfxhmWCP5QAH/Qiy/oJRwJHbmPKMXAhEwmZDgYPiuVPbOTqTM7cYU8PY6U+EiECT4/Z/giTPeYcAfN1HoH89G+dJbt2sfemp14/M4j29xoJs4Sh9loxhIVqGajCZPRiMVs0TpnKIi+K9BeKnrEKaXlyaIdvHAkQigSwR8Kfdnpi4TxBjx4o1qgO1ajhTHJGcwa7EB9L5c9+T68ARcdRPBHr39Pxff/nxLIqquXcEIqV6oAWCQiRTFsTwErReTV6Pf9wCkicswM8qRJk6S4uPgEeHsMti6EHW9AzRatJxpFjFa8piSaI/HsdxayfG8c60uq2F2zlxZn/eFyCkWiPYkEiwOH2YbNYsFqtmA0GQ9nd4j2yhAIh8OEwkIgLIQigi/gx+V34vQ5cfs6j7iw5MZnMDEzjfETU+k4J5fy1CAdvg5afC2Eo9kkgzIwInUE03OmM2/wPPIS8zRxte1FKFmqCckuLPGE47NpkBQOua2Ut/djwz4TG3bvZl/tDty+zsMxpTpSSbYnkGS1k2CzY7WawQxiEowmA0azEZPRgFEEYySCUSIoMSBiwh8x4Q4ovP4g/kAQfyiI0+uk1d1Ch6f18MnYbrJxUno/5kzKIemHEzjU30Crr5UmTxO17trDF4pUWyqz+s/ikvSJjDmwCrX3Q/BEL9hGCyTnE0rK45DHzp52I2VtaZQcMLF5xyZ2VmwiEPIB4LA4yIpLJyM+iRSbnQSHHaPdSMgaJGAOghkwG3CYzTiMRqwSxhYOYgqHMIYVKqKIRKy4JI7WoAOnN4zP5yfg8+PyOmlzd9DqbqbT0wKA2Whmamo/Lpw8kPTrT6E210a7v516dz0VnRU0e7UYLAYzJ5tSuKz2EFOc0ZFLcZmQMYxIQg4lbgef1xsoaXXgrLGxrXgtWw6uOhxXmiOF3MQMMuKTSUtIIC05GYND6DB10m5xEraD0apIssWTZLISZzDgUBAnIeKDbiweJ8ofJhQ04hcHTcYBNEQycbsCdHY4cTk78fk8uDyd1HfU0dRZi0gEozIyMy2ba08bT8pN59OQomj1tdLoaaS8s5yyjjKCkSBGEWZ7vFzb4WRcQgGkFULKQMoCCSw9FGBrg8LUkcmBjSvZuHcpTm87CkVOQhY5iWnkpqaTlZZOakoycSk2ai31VKpaApYQyg7pSRlkJSeTGZdMqtFKfCiMIxjA4evE5mzG0l6N0ech4DfTbhhAqW0CVcEsOjtctLe2097SjNfVgdvTSUNHLXVtFYTCQcwGE+dn9OOnV56D9YYLaDZ4aPQ00uCqpaJmA3s9dbgNCqMIZ0Ss3Jw4koFpI2g1ZfLufi+flfvBm05w1z5Wb3qFhnbtplr/hEwKU3Pon5FJblY2Of1zSMlOp8Fczyb/JhotHYTjDAzIzGdoegE5iZnk2FNJM1qJj0B8wI3D04nN3Yyx6SCW+l0odzvukIOK5DlsTzqbquYQrY2ttDa20tzQgK+jBY+7nfr2aqqbSwlFgiRbHNxYMIDL/vwLAqdPptnfQkPZSuoPLOFQ2MVOqxWn0YANAz9MHsX1uWezrtLIwh0uGt0OCptDFK94hp3lnyMI2XHpDEvPpSArm4EDBpA7MI/svH7Ysuwscn7CWvdmgnYhP72QoozR5CfkkWPPJMuWTKKykBiJkBD0Yw+4MTobkJYDSOM+VPUmCPrw2XM4OPRn7LHPpLGuhcpD1dRXVNFW30Cgsw1nez11bTVUNpcgEmFUfAr3njqTiX+5jU5zK82fP0xzww4qLWb2J6Sxwyg4JUSmOZGLM85ly+4hbK0LMTAUT3jjYj7Z/BLegIsUWxIj0vozPDePQQMLGDSkgEHDC0kvyGNzaAdPVyykMdxKmj2d8ZnjGZY6jAEJA8h0ZJJhTyfRYMURiWAN+VG+DuisgfYqaDkI1ZuQ+l0oBPeQCymbeBuH2hTVlfVUHKyh4kAFbTXV4Gylo62W8sYSGtqrMCkDV2Vmccdt83EMqsO5fSH1hGlIyaUiuR87DCF2+hrxRYJkGQZTV3oOypPDKc3NfLz4bxxq2I3VaGF0eh4j++cxavhQCocVUjBiMANGDsWUmchfdv+TxRVLMCojE7ImUJRexJDkIWTHZZNh1zLxceY4DCIQcGlZancTdFRpSYvabVC+FtxNSMpA2s94hKqEcdQ2uzhY1sD+/dVU7jmAr74G1dlEU3MFJbU7cfk6GGRP4J8njePUU1oJUk1nQjb1AyZSm5DBAWOEba5qdnQcADHib5nNhJbzCKx5j482PEcg5KMwqR8T+xcwZvgwRowdReGY4eSNHEpSXh47Ovdx65pbqXHVkBOXw7ScaYxIHcHApIFkODJItaUeeRdFRNMG3nYtydRRBQ27oeJzqNoIRguhk39P+4RbqO/0U9XsZn9FM7u+KKV8Twnm5nrorKW0Zj8H63ZiBG7KSOPO0w0kjzTgGXQyHTljqXUkU2UUdrhrWFK+AXekEbM3h1N3/4gP3/kbJbVfkGSN56SsAiaPHMmYCaMZNmkcuUXDSMrNxWi388LuF/jn1n8SkQgn9TuJSdmTKEwqJC8xjwxHBvHm+COTTV3xBVza3ZTOGmjaB9VboGSJliQcejb+7z1JW9hOs8vPgbpOdh5sZMvmAzjLD5HQUYerqYIvDm2i1dVAkSOB/4xOYvKVwzCNOg1f9mg6EjJISh+BzZb4teRZX6CU2iIik3r8/h0K5HOBW4BzgKnAoyIy5avq/E4E8qd3QelnMGAq9J+AK76Ap3ZEeHprO2keyNm1llUbF9LUUYPNZGVCxkDGFxYydfI4xp88hYETx1MX5+PhbY+wuno1BmVgQuYEJmVPYlTaKAps6fQL+LF2VEPNVu2AqtwACFJ4Gp2zbqfMWMCemg52H2hi64ZdRMr2I81VVNXt5WDdTkLhICPjU7l/7hzO/sdDqNwcql3VVHRWsLtlN5vqNrG9aTthCTPXkMRvKvaQI0YomAmFp0K/sYTSR/KvjW08tboUqzfCuMoSln36KLWtZSRY4piePZBZ40Yz+4zZjJk7h4RBg3BHfDy67VFe3/86AJOzJzMzZyajM0YzOHkwSdYkbRt62zRRXr8DSlfAoRXa8Ibh5yFn/5VmQzq7ajv4oqKNtVtraNy9j4SafXTU7eeLsvV4/E6GxyXzz7PPYM7jj2POyiQQDlDRWcGelj2sr17NyorluAkzy+vnzymTyBl6DuROgbTBLNpVz23v7cLlDnKWx89n7z/InqrNxJsdnNp/EGdMm8yZP7yAgSefjCklBYCl5Uu5d8O9tPvbGZcxjtPyTmNKvykUJhf2HCbQlbGuLoZ9H8HBTyAShmk3w6m3E8DEvvpONpe38cn2Wip2V5JeW4K7bBtbDq6h09PK1IQU/n3tVYy5/34McXEAdPra2PbZbawv/YiP4hy0Gw2cmjyCu2Y9QHJqISUNTn7x6jb21Ts5zWyjdskLLNv6CiZl4PR+hcybPY1zrr2CftOmYXA4AGj2NnPr6lvZWL+R3Phc5g2ex8z+MxmeOhyjwUhMRLQTY+kK2PW21n7xWTDvCRh8OpGIcKjZzeqSJt4qrqKlvJX8hgO07dvI53uX4fW7uDw9g4ceuJ/M66/TLiz7PiL47o3sUkFW5I3mHemkI+ThihFXcMvYX3HnB/t5a0s1wxw2Ru3bx7Pv306np5UZ6flcMXMq37vpevqdfDIGm+2wm+8eeJd7N9yLQRm4YPAFnDPwHEanjz72kIeu+NortRN+8XPaBWDoWXDxs2CNR0SLb+nuel7+vIJwk4exHWXs3rCEjSWfYgEeGTGcq15/DVtOPLx6GTTsIlJ4GnuHn8HicBtvlb5PWMJclPdLXv40g3BEuMYex5vP3cHWQysZGJ/G9WNHc8WvfkbeuedisNsPu+cKuPjlil+yqX4TEzIncPmIy5nVfxYOs+P4zmEi2l2iHa9D8fPa8Isfvqgd+2gZ5101nbxRXMXrmyoZHBaG1+/ho09fpaR2G5PiElh47TUMP9OKKv4PZIyAmb8iMvQsdjjLebPkTT4s/RBTJIO2Q1dzdvZQrCs28uQHf0RFwlw5YCA3/+wGRl93HabU1CNc21C3gV+t+BUAPxr1I+YVzqNf/Nd8HCXo087Rax+G6k0w/ko4/1GI7s/+UJg1Jc38a+VBdlW0c0mqlZrPFvPe2oW4vW38PX8AP7lAcGQLzPw1jLsC4jMJRoKsr13PXzb8i0r3HsyuGdwUvI4nH/sd2w6t5qTkLH5/zlzOvO2POIYPP2qTCw9uepBX9r3ChMwJ3DzuZiZlTer9GDsW7VVQ/Cysfxp7ZIUAACAASURBVAIS+8GPFkHygMPmRqeP1zZV8eTKUnLNZuYZnLz00r/ZsH8pk+PieeWkZApvPAs1+3eQMfTwci2eTn7w8mM0GD4gNZzM7HWX8I/Xf40xEuLXhYXcfP89ZJ57LspyZP68M9DJVYuvotJZybWjruWqkVeRYkv5+nGBdlfswDJY9iftGPzBizD8nMNmEWFzeRv3Ld7Ljsp2/jC2Pzvf/pCXlj6G39vKs4P6c9G/78F66lXafh3l84PNXPPiEhJzljO43Ub7606WbnuZGUnp3H/pxUy7807M2dk93NnWuI0fL/sxGfYM/jD1D8zqP+vbDfFrq4BPboc978G0W+DM+44wd3iCPLW6lCdXlTInP425fg9/f/w+thz8jKtSUnj4gXtJ++nNR2yPX772BR9sr+HsCW0kr3Ox4MUHaeusY35+AT9/5CHSzj0XZej5iNlzu57j4S0Pc1readw65Vay43rG/7UI+mDTU7D8bsgZD9d8BKYjr41rDjTxuzd34PGH+E+R4pl/L+aVtU+TToQPzzqT0W++gcFy9P2Z/y69CeTDt3T6+gW8ijaeOIg2vvh64EbgxqhdAf8CSoGdwKTjqXfixInyXycSOfxxZ3W7TH9guRTMXyS33fmZjBs4SwApjE+Tf542V5pXr5ZIOHzE4m+XvC0TFk6QGa/OkKe2PyUt3pavXmdnncjqh0QeLBC5O11k87Pd3InI1opWuemlYin8/SK54g+L5Ooz/0+S49JFoeT/cvpLx7JlPaps2PehPPrYYJn83CiZsXCCbDj0ZZl2d0C+/+Q6yZ+/SH736Hq55ORbRCmDZNsS5KGTZkrr6jUS6bYdRERqnbXyvXe/J6MXjJZ71t8jNc6a492iIu4WkRUPityTKfKXgSLVxUeY99V1yg0vbJaC3y+Snz+4Um447w+SYE8RszLI40OHinf37iO31aMTxHVXqjz/zmUy5aXJcvJrJ8uu5l0SiUTk70v3Sf78RfL9R9bIfTe9IomOVLEYTPL7wmHS8N57EgmFerj31PanpGhBkVz64aWys2nn8cfV3af3bxG5I1Fk4TyRgOcI8/aqNjn/sTWS//tF8tgzm+WyOT8Xs8kqGWarrDrzLAk5nSLhsMhb12t1vHWD+Nqr5Jkdz8iEhRPkvHfOk7WHyqTo9iUy6d5P5OVnt8vkIacLIOemZsre++6XsNfbw61mT7Oc9dZZMunFSfLa3tckFO4Z+3FRs1XkX9NE7kwR2fPBEaZIJCIf76yV8Xcvk0l3LZN3ni+W2UXzBJAzE5Kk4Z+Piuz5UOTOZJGnThFp3C8iIu6AWx7Y+IAULSiSkxdcK/nzP5C/v7tL/nzlf8Riskp/W5y8f9ZZ4q+qiunSewfek6IFRXLD0hukwd3wzeIS0bb7+ie02J47RyQUPMLsC4bkng93S/78RfLHV76Qf//5fRmQPkSMyiAvDB0q/rvHi9w/QGT/kiOWa/I0yfffvVpGPT9aTn3yYVn66l6ZWDhHAPl1vxxp++ijmO4Ew0G5fun1Mu6FcfJOyTs9jsOvTVuFyBMzRO7O6HHciYgcaOiU2X/9TMbcuVQ2rq2Sa8/4oxgNJpkRFy/V5+aKLJ4vEgocsUwkEpHvP/+yjHpmipzxwgVy/w0vi8Vkk0G2OPn8h5dKqLMzpiuVHZVy0ssnybz35kmdq+7bxSWitd3ye7Vj5tO7Y5gj8uDHeyV//iJ5ZMk+ee3va6Qwu0iMSskbg/MlsGdTj2V2VLXLkD8ukpOf/j+55C8/kbnjLxdAfpOZJe0fL+lRvovX970uRQuK5MGND0o4Eu613NeicpPI/bkiT80WiXHs7q7pkPF3L5Mz/rFSDnzRKFfP+b0AcmlysjQ/82yP8re9t1Py5y+SBRu2yG2/fEZSE7Ik02KTVXPnSqitrVc3frH8FzJu4TjZULuhb+ISEfG0aeeD+3JEOnpeS3zBkFy/YLMMvHWR7NhVIv++7iHJTOwnmRar7Djv/CPO421uv4y7a6mc/tBKOXSgVX527l8EkAuTkqXxiSd6dcEdcMupb5wq57x9zvFdp4+XSERk0W+0/fLg8phFXt9UKfnzF8m6F26XDf93vcwuulAAeSYvX7z79h8u9962asmfv0geW14iGz4olRkjzhODUvLvQfni2b8/Zt0iIiWtJTL2hbHym5W/6bv9sYtd72ixrflHTHNli1vG37FY6u4eLo0PniW/vehRMSiDXJacLE1P/rtvffkGAMUSS8fG+vF/+fWdCOQou2raZdTtS2TafZ/Ka09skaE54zRBOiBf2pYujbnMW/vfkqIFRfLjpT+WJk/T11+pq0nkxYu0nW/TMz3Mn+1rkKI7lsiM+5fLB88Wy4TCUwSQ32ZmSeeKFV8WrP1C5J4skccmS2XlWpn33jyZ+OJE2dawTfzBsFz0xDoZ8sfF8vriErlyzu8EkDmJKVJ6/wMxBaTT75QL3r1Apr08TTbWbvz6cXXRuF/k4SKtI9BafoQpEonIwvXlUnDrIrn5hc3y6t9WSkHmCDEqg7w2cpQE6upEgj6RJ2doJ9WyNSIiUtZeJnPfnCuzX5stT60r1kT/G9tk4d0rJTU+U1LMVvn4tNMk2Noa06UlZUukaEGR3Lr6VgmGgzHLHDdbXtDa7oNf9DD5g2G5+eUtkj9/kXy8oVLuvWGBOKwJMshmlwM/vVEiqx/Sll311yOWK64vlgkvTpSxT10gU+9fJsXra+TiaTcLILekZ8TsHHVtz+uWXHe43b81vk6Rp0/Ttv1RbSciUtrolAl3L5OzH1ktezfWyQVTbxBAbs3IlM6b8kT+M0fE7+qx3E8/+JsULSiSn334sLxy31pJS8yWHKtdNl10kYT9/piuVHVWycQXJ8r1S66XwFHi7Ruz7RVt+694IKb5gcWa0Fr8RbW8dO9KyUrOlQyzRb6YXCCR0jU9ynsDIZn+4BIZ9/T5cvaTF8n1Z9wugPwiPV06P/mkVzde3fuqFC0okndK3umbuES0DupDI0Uen9KjAyAiUt7sktF3LJHL/rNeDm1vlEtn/UoAuT0rS1zr1vUo/1ZxleTPXyR3LftQfv6nB6Sw32hJMJllzSlzJOzx9CjfxfVLr5fpr0z/ep3r4+GdG7UOTmNPwRCJROTnr2yVwX/8SMrqnfL0zxZIalyajLQ7pOKXv+xRdt6/1srkez+R2nqn/OmKZ8SgDHJhYpI0PfWfXlff7muXaS9PkxuW3tD3YmTHm9p+ueWFmOZPdtdL/vxF8sYna6T4t9fKKUUXiQL5YPiII855JfWdkj9/kdz5wS7Zu75Wzp98nQCyYGCB+MvKel39prpNUrSgSJ7e8XTfxiUi0lKqddw++GVMc7s7IOPvXiaLH7pO2v48Qn534WOHj6H2998/XO6vS/bKwFsXye6aDvnwsW2SnzlMcqxWeev0UeIN9kwcdPH8zuelaEFR35wfjybo1651/zm11yI3PrtaWu7oL8EFF8qLd6yV9KRsGRcXJ1W/+pWIaB28OX9fIWc9slq87oD89Ya3xWgwyuXJyfKHm0bK0rLYOkRE5NbVt8qUl6ZIu6+9z0MTEZGXvi/yYL52TY7BZ28+KXJHohxa87p8/s4BmTHiXLEYjfL5pEkS9sVe5r+FLpC/JU5fUKY/sFym3f+pbPysUk4d830B5IG8fPHs3BVzmT3Ne2T8wvHy02U//XYX7VBA2/nuShOp6XngflHZJkP+tFiufnajrH27RCYMOkUUyGsjR0qwsVHbYR8ZK/LQCBGnlllr8bbIWW+dJWe8eYY8+PEXkj9/kby3uUr+ftObYjHZ5KS4BKm67/5eXbpn/T0y9oWxfZNBaDqgZdyeP/eIbH0XT6w4KPnzF8k7m6tk4d0rJS0xW3KtNtn/o2sk8und2sVi3+IjljnYdlAmvjhJRj1+qVz61HrZ+knF4Z72G6PHSKA+doaxw98h01+ZLpcvulwC4T4SWstu03wsXdHD5AuGZO4/VsnU+z6VqrJ2ueU8LdPxs7R06bg+R+T1q2JukxvefkKKFhTJP9a9II/9YpFYzTaZHZ8g9Q/F7sGLiCwrXyZFC4rk9X2v901cIlo28r7+Iq9cFtP88c46yZ+/SJ5Zc0g+e2mvjMqbKg6jUTaMHSiRhgM9yre4/FJ0x8cy/fnL5AeP3CDnRS/aLxQWSqC+vlc3fr3i1zL5pcl9k4XszhvXaB1LZ8/9JRAKy1mPrJbZf/1M2prcMv/7//qy7WJkg59aFd2Pd2yTW3/zpKQmZslQm13KfxlbDIiIeIIemfnqTLluyXXfPnN8NLvf1/bL7bH3h+fXHpL8+YtkfWmzLLn9GRncb5RkWa1y4LIj2zocjsgpf1sh5z66Wtoa3PKL7z0kgPw5M0tc69f3uvptDdukaEGRLNy9sNcy3xhXk9Zu7/88prmu3StD/rRY/v7Gcqn4w2y58hQtKfBM7gDxV1YeLldc3iL58xfJSxvKZcuScpk18ntiNhjkk0ljJdJLZ01E5IVdL0jRgiLZ17KvryPTzgdPzhD510kxzw2RSEQufmKdvHrvjyR4R4Y8ctP7YjFZ5IdJydL8zJdJlj++s0OG//ljaXH55dV71ktyfJpMi4uTJ64cd8xz329X/lZmvDrjmELzW/HezSL3Zot4O2KaH1myS5pv7y/uF6+QZc/ukhF5E6W/3S6HrrxKRESCobBMuvcTuX7BJnG1++QP3/+PAHJbZpZc9eeR8kl57M5oJBKR8945T65efPWJiUtE5PN/acdcjI6biMj+z14UuSNR1i57U/aur5ULp90ogCwZMlRCTqdsrWiV/PmL5M3iKtn7ea1cMPXHmn3ESDln4Snyi+U9EzEi2nlkwsIJcs/6e05cbPuXxrwWdxF4+TKpu71Abn93u3S2eOUP339aALkzK/vIZN53QG8CWf+r6ePk4U9KqO3w8vBFY/j4+eWs2PkOP0hK5sZ/PIS9aFSP8iLa+LNESyIPznrwq8dAHgujGS58ChypsORWbTxhN8YOSObWs4azqqQJ77AEfn3NXSTFpXNXWTn1f/s7bHhSmxXggschPhPQHmq7d+a91LnrWLDnOS4c359+9UFeXvo4Jgnzt5Om0P+3v4npzoG2A7xZ8iaXDr+Uqf2mfvO4ukgfDKfdBuVrYP/HPcw/OXkQYwck85dl+5l73QSunP1bqv0+nl28GM+7/4Gii2HY2UcsU5hcyBDLPFT8Lq6YEeLTtzazft9iLktK5ozbb8OclRnTlZf3vkxnoJM/n/Tnbz7l2tHM+RMkDYAV9/cwWU1G7ruwiPpOH0uqWrj8uosYN2gWC9rbKNtmRc6454hxdQAtLj+rtuaTpAazp3gn769aSDDk59bCQjJuvimmCyLCE188weDkwVw85OK+iQsgOQ+m/xz2f6SNMT+Ks4qymTowlWfWHGLy+QO5ZNZNeMJhXqp24tx6sEf51zdX4fSFuWPG7xlcPplVu99hdlw8Z/70p5izsmK6UOuqZXnlcq4YccW3H1N3NHP+pM2ksXVhD5PZaODnpw6mvMXDtmYX50y0U5Q3ldddThoXvnhE2UhEeHljJVMHpjI7fQjtu1tp7WzgptQUsn/+815X/2nFp7T72/npmJ/2/VSHI86H1EGwZUFM8w8n55FgM/Hu+j1MiDzFnNE/oMHvZ8mq1fgPHTpcrriijbJmNzfMHETJxno27ltKnMnImaMLcUzt/fzwQekH2E32vt0fu4hLh9EXw863tKnmjiI7ycbckVmY97zJAPM25kw5gzhbAu91dtDx3vuHy721pYY4i5F54/qza101W8tWMDcunh2TbWDu/fzw4aEPGZM+hmGpw/o+NqVg4jXQuEcbK9/DrLh08gCm+9fiHjCDSaeOYOzAWSzzeWn/aDEA4YiwdHc9p43IxOQLs7l4M+2uFi5KTGLpyCAbajfEXLU35GVF1QrOKjgLm8kWs8y3Zuzl2gNvZatimi/LqiJNOfk87jSGTc1mUuHp1Hi9bF69mlBzM9ur22ly+rlwfC6HtjWx7dBqjEpxTl4eVSPSWFa+LGa9lc5KyjvLOWfgOTHtfcKoC7X3vR/ENA9pW0M78bzdnM/AMelMHDwbgE/a23CtWsXyvY0YDYrTR2RSuaeVkrqtDIuPZ+Ts2cwcOpe1NWvxRR/M7s7m+s0EIgFOzTv1hIVG4RywJmoP/h9NKIC5bAV7Emaw7lAbCak2Ro8ZTXpyNmt9Xtxr1p44v74FukA+Dlpcfl7aUMHFE3Ixlbl5b+1zxBmN/G7GdJIuuijmMuvr1rO1cSs3jr2RZFvyt3fCkQon/w4q18c8cVw1LZ9B6XE88tkBTr9yLN+bcgN7vR4WvfYagWX/gsLTDj+Q08XErInkWadhTF7HT2Zms/KDYraXreHypATG/OY3PR7M6OK1fa9hMVi4aWxsMfaNmHgtpBTA+sd7mIwGxf+dMZT6Th/rGjq44JJzGNp/HC93dtC82wizegr5Dm+QL3aNwUw8mzcUs2zDmyiEn4waRdK8eTFdCEaCvLr3VU7JPYURaSP6LjaTFU66WXv4smFPD/OkglQmF6TwysZKxpw6gLnjL8MdDvNOjQdvaVOP8u9uqyEQEm4Ycw2ZZUPYULKU0+LimXj99Uc8sNadnc07Odh+kCtGXPHNHhI6FpOvB2WEHa/FNF87o4C6Dh/bG52cPM7OsP5jeM/tov2dd3uUfXNLFVMKUpkUP4SWvY04Pe1cmpxMymWX9br6j8s+JiIRLhl6SZ+FdJj0wZA3XZvFJganj8gixWHmva2VjAi+wEnDzqbZ72fVunUEa2oOl9tR00FFi4cfTBrAweIGth5aSbzJyIyJo7AWFva6+mXly+gf35/J2ZP7PDSUgrGXQcU67en0o7BbjJw7uh+ULCPDuJ9ZE6bjsMWz0u3C9dlnh8t9vKsOi8nA6SOzKNlSx+6q9ZzuiGPHWEevol5E+KzyM2bnzj7+Bw2/LiPnafOBV3we03zemBymhLfhSRvJiGmDKMqbxjq/n85Vqw77uLqkiVlDMoi4Q2zfsRW318npCfEsH+hif9v+mPU2e5vZ17qPOXlzTkxcAEPO1N5LP4tpPi2zkzxDE1/YppBflMbIAVNo8/vZunUrobY2dtd20OwKcMbILCp3tbC7ciNGpTglP5+q/mY212+OWe+u5l34w35Ozj35REUGA6aAJQEOLo9pzmzbShgD77YNImdIMiPyJgKwxevFs3UrGw5ps/xMK0yjrrSD8ubdjIiPJ3fGDCb3P4mtjVtj1ruxbiMAJ+WcdAKCipLYD9KHag9zx0BVfk5ZwiRWl3ZgdZgZXjSE7LQBbA8E8G7fzqbyVkb3TyLJbqZsVx0Ha3dyktlM3PTpTMmeQiASiLlfbq7fjMVgYWLWxBMXm9EM/SdAbYzt27wfgh6CA6ZzsNFFqztA3sg0hmSPY6vfj7u4mKpWD8Fw308/+m3QBfJxcM+K15Hkpfxk5kDWfriTnRWfc0lCAkN/+cteLwDvHniXZGty32ZHJlwNcRnaU/ZHYTYauHZGAbtqOmkwCefOnUdKfDqvt7XSsdsLU37cY5lgOEJ1+WSU0c/WLcUsL34PhXD1sOEknHFGTBc8QQ+LyxYzt2DulzNU9AVGk5YVqVgHLaU9zCcPSSc3xc6722oomp3L9OHnUuP3s6I0QsjYM7O4fG8D3oCBOblnE9xvpbj0U06Ji2PEZZeiTLGn/95Yt5E2fxsXDrmw7+LqYswPwWCCnW/GNF84PpdDzW7KXD5mThxEdnIOS10uOpf1zHYs2VXPqJxEzs+ZQ8eBdlzeDs5PTCRp3gW9rn555XJMBhNnFpzZZyEdJi4dBp0Ce96PaT5lWCYOi5HFO+sYbPiUCYWnU+3zsX3FCiLeL7N7FS1uDjW5OWd0NhW7WthdtQmb0cCMSeOx5Ob2uvrV1asZkTqCnPicPg4syojztRN8R3UPk8VkYM7wTJoObiE9tI0pwydiMppZ53bj+vxLYbamROvonDIsQ8v81G7lZLuDslG9H0PBSJBN9ZuYkTOj77PHXRSepr0fWhnTfPLQDCaEdxCyJjNwfB7D+k9grT+Ac+2XGZ8Nh1qZOjAVYyDCzp07cXmdnBwXz7KsRtxBd8x6yzvLafG19M0dqN7In65N8diLiJyaa2OCKmF/3GRyh6UwJGcsbX4/u7ZtI+xyU9nqoabdy4zBadQeaKek9gttuX79qMrQZjuIRXG9Jn6mZp/A2JIHQNoQKFsT05zSovm2yDmEfoXJjMjTHtAv9njwFBezvboDgIn5KTRUOKluK2FYfDzZU6YwKmM0Wxq3xKy3K+axGWP7OqIvMZohb2qvIpLK9dTZBrO+JoDJYmToyIFkpeayxe/Du2ULm8tbGZoVT2qchZqDLZTV72Wc0YRjwnjGZIyhwdNAvbu+R7Xbm7aTZksjL+EE/9dC/0naXPZH3QnG1wHtlYQyi2h2+Wlx+cnIS2BA2hD2BIP4du9mb10no3IS8XQGqKguIxgKMMZmx1Y0ipFpIwHY09IzCXOg/UDs2Zf6mpwJ2vR2waOy2PW7AMgaogn0HdXtpPWPo1/KQFp9PuoOHGD2X5azan/PhNB3iS6QjwMXB7FnrMLY7mbVtsWEI2Eu7t+f+FNOiV0+4GJF1QrOLDjz2w2tOBqTVRtOsH+JNp/kUXxvXH9MBsXiXXUUzRzAuIGzWefxUFNuh8E9Be/60hY62vuRZu1H+fYWdlasY7LDwbCLLuxVRH5e+zmuoIsLCnsXY9+YrttPMW7RKKU4f2wOn5e2YMmwMmPsTEwGIytdLlwxbs8s291AdqKNSwadTbA0QrurhdPjE0icO7fX1a+uXo3dZGdm/5l9FtJh4tK0aQJLY2dF5o7SRP7qA00UJu5mdMFsij0eGpcfWb7TF2RbVTtzhmXScMBFSc02jEoxZ8wYLAMGxKoagPW16xmbMZYES0LfxdSdwlO1P9CJ8UcJNrORaYPS2F5aRU7nO4zKHw/A5x0deLd9KTLWHNCymLOGZlC1t5X9tVs4ye6gdVTsoRWg3fLd3rSdGf1n9HFA3RgYzZaVrY5pnjYojZH+7SgFA0f3Y1C/kWwKBPBs/jILt/5QCyP7JZJoNrHji920u1qY5ohjRVZLr6vd27IXT8hzYkVkzjjttmjFupjmaYPSGGc4SG3cKHKGpjA4eywNPi/lm4uRSAS3P8T++k7G56XQUN5JeeNeAMYkJ1GWEWZH046Y9XYJrQlZE05MXACWOMgeA3XbY5pT3KVYVJi1vgKyC5MYkjMGgC/cbnw7d7CzRhORE/JTaCjrpKplP4Pi4sidPIUUe1pMIQKwr3UfJoOJ4WnDY9r7jH5joHF3bFvDbgLKxurmBIxmAwWDc0lOSOOA34//wAF2VreTGmehf7KdpspOqpsPMtxgwDZyJGMzxrK3ZS/hGH+QtKdlDwWJBX2bHIlFxnDtT5Bi/UlT/S5cqUW0ugNREZlIbtpgSiMRfCUllDa5GJ6diN8T5NChQ/gDPopsNmyjRjE6Q/sTir0te3tUW95ZTmFy4f9j782WK8myM73PZ/czH8xAzDkxs4rFYlVXkzKKLVPLZKaLlkmmG72E3qDfRM8iXUgyqimx2Oxms+bIIWYgEAAOzuyz62Lv7dPxE5W0TvjJlMW6iUwAccIXtrvvf//rX/+6u8OoirOfCS/oeQ2kvxVr6d7/cwD+8HbB4cM+9/Y+5c1qxZv/9E8s1iFfnA64vVjlnulPbBvn44856Z6w5+415vb17dd8NProbvMCcU+msVi7crz9FZgupx8JOerLmxXjky4n40cAfLNYcLy64d7Yq3/iTuMDQP4W8b/85f9ESsy/+5t/4lfP/5bPvQ4/+x//h63efX/z5m8IkoB/89G/+e4v5vP/XkxMe7bJHAw9i//io33+99+85dFP9vnzJ/+KKE35vy7WhOdvN37+//zDO2zT4L97+N+y/kPM+c1z/nW3S++/2a5T+ts3f0vH7PCz4599p2kBQmJx+LnwEG6If/XpAUma8ffPJnz2yOezs5/yN77P8m+qADnLMv7fb675608POJo94ulrwfz8148eYX/yydZ//pcXv+RnRz/DNu7Ik/Hjfy0269XNxrcOeg6fHPX4u29uOPP/Nz45/QlJlvH3f3hKfFWUv//9swlJmvFffnLA+dNbvrz4R37subj/YsNqPI95OOe3N7+9W6D1WALUZ81A6+ePxnSvf4NBxI8+PeVofMZ/8H1WJU/zf3x5y37X5sl+h29+94p3t2/4uevx6+24n9/f/J4kS/jJwR1OXzr6EThDMSioIf7l4z3+TP+apXfG6ecnPD78Mb9bLbn9BwECsyzjN+czfvpgyM2bJS/ficE8X3gef9fbzrKqUumPDzZ7HL6z0A04/nGj9AdgbAZ8qr/m1/pnHDzocX9fyEF+N50SvXzJP72ekmbwswcjLp/NeH75O/Ydl0d//mekusaXt5s6cxB9DJ7p8Xjw+K4yE3H0hdDq1tk6yHP+v2fHWLbBoydPcCyHr8OA4Ouvefp2ga7Bx4c9JhdLLmcv+dgwcD75hB/t/4hfXzeD069uv+Lx4PF318OwLY6+EL7BtYlpALz9FZPeJ7xdxEzXEftnPe7tP+ErMsIvv+S353N+fDYgTTK++fIF08WEzx0H90df8GjwiCiNuFhtsqwv5i/ufs1APHNJICZPlsOfwvoG+0i8x7+8XDA88tjvnvJqtWL17DmvJmueHHSZXflcz8XcsYe2jfXgQc4Ov1pUq0FZlvHN9Jt2chvLf+P2RfXrUk9+8qnYW39/MWPvtMvJSFzz89mMPX/On5z0mVwseXv7Ag346OwUYyCGljwePObFvPq5y2jJ+fKcj4fbpVzfWexJED6prdvN17D3EYeDLrap83KyZnzS4VQC5C+DgAfzyw8A+YcYPz38KUNnyPmvp3zz9tf8l55L77/arsH65fkv6VrdhOqLoQAAIABJREFUu9m0H/wFWB0xsKEh/tWnB3z1bolvwM//9EfYpsUvVyuWf7upw/vlsxv+/MGIPzf/JS9fi43sL0djvD/dDrb+7uLv+MXJL+7u5f/or0RpLd3UIv384Rjb1Pl/vr7m1PwVH53+lK/Way5/WdXLffVuwWQV8ReP97j4asazy99xz3F48Fd/tZUdmAZTvrz9kl8cb3qFf2dxX+pItzBaf/Fkj6fPXzKc/Tt+/OhP0DWdf1ivWZVY1l9JVutP7w149eUNL9495ReOx+uH23Wcf5iI0/yP9+8QaJ38GRgOnP/Hxm///OGYn+iisevksyNORx/xhyTB/0PBNPz2YsaPzgYsb0O+einA4Y9cl18OmkcYAzlIudPcdB2OPhej2Bvi4V6HP9Ff89p+zN5Zj7O9JyRZxpdffUXq+7ydBdyuIj4/GXD9esGb668xdZ3HnzwktDSeTp42fu7TyVO6Vpez7h1JR1Qc/Ujk1gQir79EJ+OXq1P6ey5P7oshE78LfPzf/56v3wlw/+lxj8nFiqvlaz51bHqffc7YGfPV7aZcCsjByMbEru86jn8Mq2tYXG5+7/I3RLrD388G+FHCwWmPk/1HfBMnhN884+nlnId7HVzL4OrNlLc3r/nItHA++ZiPhh/xcvZSef5XQpWz7zyOfiTz2GzU4/J3JPuiQfCrdwv2zroc9R/xdLVi/YenvJqseLDXYTHxuZwIrfwT28F++JBHAwFans+eVz4yyzJezl7yYPCeE+t3FUeSfa83IUrAPLovcnt6uWB46HE4vE+cprx4+RIjifnosMvsas3VTADk+/0+5uEhI2eEZ3q8WVQrXTf+DfNwzuPh4ztNS1y8/P1NX1a/PjsHTefg9BEd2+DFzZrBgcvBQAzNeRGGnCyvOR263L5dczl7xVm3y+jjgvS537/Pq3kV/KtcW1k3Bf4nz6pfn19A/wRd13gw9nhxvcJ2TU5P72GZFm/iiMfhLQP3jg+V/8z4AJC/Reiazr8Y/CWvvnpBnMT8ZadD5xfbgdTfv/17fn70c0y9WabwnxWmI4DWq+Ymip8/EtOM/uHFLfcOFnx0/AX/EAb4/+mfKj+3DhN+/WbGXzze42D+gG/e/oaOafKTX/xia3PeMlryfPb8btm6e/8CgpkYsVoL1zL44qTPb85nHK//Dx4eipfkPz77hngyyX/uP0l93c8ejrh6teD51W/5c9tB/5Ptm5YCKd9pc149TkQJl4vmsvMXpwNOg2doGjx8OOBofMbTMCD4bbFJ/PrNjCcHXTxD56svn5IkMZ85Dr8/bihFyvjdjfj7n+/dYclXN0TzybvmxqXPjnv8SH/O0jli/OiAe3sf82y1ZPJbATqjJOUPFwt+dDrg6uWcV1diPT7eH/CP8TOiNGr83KeTp4ycEUedZleS7yzew0TqWcxH2ht+nz5g76xbYUXC58/57YWQQ31xOuDq9YLz22d85HUYfiEAjjrA1OMPkz/wyeiTuy/5Hn0BgRxvXA8JSP5uOiDN4OzREQejY74OQ4Ivv+T5zRLL0DgdegKQ3L7hgaZhP3rMJ+NPeHrbDP6fzZ61A0bkO4Lrhuu4+ZpV7zFJpvP8WpR8D/v3+TqJCb/+mq8ul3xy1CP0Y755/jVpmvCRY2N/9DFnvTP8xOfGr1aDoiTizeINT4ZP7j63sfw3pjUmMg5heYl39BiAr98tGRx47PdPWMcx7549Z7IMuTfyWN4G3MoGzRPTxDw5yVnWl7MqgHu3foef+Hev0QUYiWdoQ/d/Iw7Zo7PPsAyN17drRkcdDofiEPki8DleTXi032V6teZ6fo5rmpw9foymaWiaxr3evQ0GOQeR/RZA5FD+G3UGeX4O3UM0w+J06HI+XeP2LA73hDPP2zjmaH3LYd9hNQ9ZhrccWxbm4WH+EafdU96t31XkMde+kHHtu/t3mxcIuZbVgXmtYr24hJ7I4+Fehxc3KwB6I4fx4ICLOOFhtrr76/tnxgeA/C3jT9Nf8PKd2Mh+9smnG+NSVazjNd9Mv7lbEHn6U7FZJ5ug4Sf3hpi6xn98OeHE/pJ7+5/zpR+w+NWvKj/39HJOkmb86b0hs9cRz69/x48cm+5Ptl/3729+T0aWNwPcSZxJTeKb5gaYz08GfPnmht783/PJmdggfuX7BL8t2L2nlwtMXePxQZeXX51zO7/mC9fh+sF23ZzayD8ZbZdg/GdHZ0+8HM+bAfJnRz0+0cWLenx/zNHwId+kKeGzolz1u4sZX5z2mV6ueXPzDICPXIfferdb/1kFIg+9w60/853E4Z9sBch7XZsnxjsurPuMj7uc7T0hA37/1dekqxWvJmvCJOXT4z63bwXzM7Id+h8/IMpiXs8bwBvwevGah/2Hdw8iD78Q49KbmMjJMyxi/sP6CMczefL4Y3RN56swIPzqK17KzeDxQYfZ1ZrJ6i0PdI3+o4+xdXuD8VHxevE6Z/PuNFRZtL5hQ84EfZ0ccb0I6O85jHvHvEUjPr/gxfWKB+MOhq5x+eaG6XLCfcvGfvSQ+737nC/ONz4ySALeLN60U84e3BN/zjavg9kbtKH4/jdXCwaHHgf9M87Xa9bPn3Mx8zkdesxvfCZzse73TAvr9CRn9c+X1c+99q/JyDjubNfNf2fRl5aGdS3rQoCT3oFobH078+kObYZdAZDeLuZ4ccD9scdiEnC7EI1RZ0dH6I7DUecI13B5Oa8CZHWf3u9vb5j9zqKzLypS9UObZF31vcccD1wupj79PZf9vmBZX0cRx8sbjgcO8yufm+UFDzyv0uR7r3eP14vq56qDzp7bvK9/p+H0wBtvMsiSZQU4HXqcT300TWO8P6TjdnkXx5ylSxzTYD0PWfhTxhkYJSxy4B2QZimToCCMbtYit1YAsqaJHBalezLLxD0pLWZPhh6X8wCA7shh2D3gTZZxEjVIhXYcHwDyt4z9xT1eXj3l1HU5eQ+I/HLyJRkZn+19tvVn/rPj9KeQhI0emK5l8Gi/w9O3Cw6if8/Z/hPCNOH3v/oVWVQA6t9fiJvxs+MeN28WXE5e8pll43y6HSAqJvJPxnfg7ali/2PQ9EYGGeDz0z7D9Qt0Uh6eDRl0x7yQbJaKp28XPDnokvgJz14KcPnYtnnxHnz45eRL+nb/7je2g09zFqQenx33+VR7TaS77D0+4Xj4kG/Wa5ZfiZ9P0ozXt2se7Xe5OV9yfvMcDTg6HvL1qgHcyHi1eNUSiPxcsFnhpqZW0zQe6Zc8Tw8ZnXTYH4iN4DyKiN684c2tcLO4P5aAZPWWe5aJ9VgAxDoQUfFq/op7vXt3lFAppA6QWQOYlZv4b1Yj4iRl73DIeHDAeRQRvnjBm1sfy9A46DosbgJuZm85MUzse/c47h43dtQnacK71bt2gNZASjgaGiyZfEPg7LPC5Xzq09tzGXr7XCQx0dsLnl+veLjfIVjHvLoQ9+AD28J+8ICjzhHX/jVxGlc+8mp9RUb23XtWN0UOIhvun/k51kjcO5fzgM7Apu+NSbOMd2/fMl1HHPUdVrOQ2VoAjgPHwRiPc8eUeqn+3UqAzTs/jIIAWYazCZBlrtboPj3H5HoR0hk6DDoCIL1LYvaCOWcjCZCX7+hZNuN74nehaRoH3gFXflXapEDkgXdwx4khgNbgdHPdVtfCmcTpczIQLKth6Rzsi2u6jhPGwZxxx2Y9D1mGUw4MA2O/AJEn3RPeLqsMp8pt7I7vNi8Vg/ubz9viAiTQP+jZXC8FiOwMHIb9fd6lKWeJOGyv5xHz1S1jMsz9KkAG8YypULntey0AZIDecZVIWN1AGuXP4l7XYrIKSdOMTt+m5wy5SVIGwaKd6/tnxAeA/C3Dmnd5OXnKF6aJ89l28Ksaaz4b3yFAPpZ6yybtGfDJUY+vLucMF3/H2Z5gWf+wXBK9KR7Ip5cLbFPn0X6X59+8wg/XPLEd9CfbGauX85d4pne35WzTESzrTbN28ePDHp9oApCMTnocDu/xIkkIXxXA5cvLOZ8c9bh9u+JSdvqeejZfG5vNcSpU88mdg8jRQ7h93vitcdfmU/MtV/Z9RqddjkcPiNOUb54+JUtT3s58oiTjwbjD9HLN9fyCI9dDf3DIi/mLDSCi4nxxfncWaOVQ2romti5cspdO+EOwj+OZnJ2IzfhNFBGdX/B6IgDyvZEEyMu3nGkavfuPARpBZJzGnC/P22G0pA6wmYkUXzvPxlwtQrojh1HvkEsgfnfF+XTN8cBF1zUu316x8pecWCbW2RnHnWPerjYbaK/9a5IsaQlEytyaQOTtSxKpXTyf+vTGLqPOIRe+T3R+wcXMF2t27TORZdUz08I8Puaoc0SapRsyBLV5t1fy7W7mlkSwfIc9voemwdUipDOwGXQE2Hi3WODGAUcDh/UsZC5ZuOPDQzTD4LQnfmcbAHktAHJrILJ/nDPGeahc+yfs92yuFoFgkFVucczYn3E6dFncBkzX15w6Nubpaf4R+95+BWQB3AaiSjVyvgNf/28TnYNNf+7VDXh7oGns92wmS0H6DMZdep0B10nMUbzCtQz8VcQ6WDDIMoxhcc1jd8wsnFXel4pxbYVBBuFqVG/WLjHI426RW2dgM/DGXGYZh7EgH5Zzn+liwtgwMfaK50hdv2KNQbxLTM28OwejenhjWJcqmopN7onD/rhjk6QZcz/G7Vp4Vp9ZHNPxm5uVdxkfAPK3jOXbmJvpBY8sG+fTT7f+3PPZcxzDuVtWS+mz6kJ4GZ8c9ZjfvMWOr/noTLz0nkch4YuipPP1uyVP9ruEq4iXbwRD+cS2uTnZ3uz1avGK+/37dw8i9z/eyiDfH3s80sTpdHj/kP3uKS+ShOilAMhpiWWd3/i8m75G1zS6Rx2ezZuBKQgA1goYGT0SLMiW0/KZcculti+0WV1xELlYzEkmE15NCpZ1OQ2Y+9ccGzra/VPiNN7Y0ADSLOV8eZ5v6HcaOdBqYiLF7/63wT5pmnF0cohjuZzHEdHFOa9u12iamHA2u1rz7vacM8ticO8xGlojg/x29ZYkS9phkPvvYVllvhfZHhczn97Ioe/u8S5Nid+943zqczb0iMKEt5cijzPTwjo746R70gj+FcPVCoPsDoVusAn8r64x+/I+nK7p7zmMekeEScLb16+5XYXsd23Wi5CFtJ7cd130fj9nURWrquJ6LTWRbTBaquRbB8iSdTWGp4w7NjfLIAciAFdJzChYcNR3BYO8mtAxTYYn4h3Rt/o4hpPrO1WoZ7AVgAxC11nPTa3j4IyDnsPVIsC0DQ4PxL30rsSyrm4D5sENB4ZRkQ0eeAdcrZoB8p1bvKnoHkDtGlhPhFQNIdu6WYUAeH2bYW+PqzTlOBVAK1jFLNYzBmgYw+Kax45Y42kwzb828Sc4hkPHvKOhNfXw9sQ+oCJNxWFAvvP3OjaLICaIE5yOiWf1mCYpg9gnyzImVxPSNGHPMDD2CtZ7YA8AmIWFDeyNf8Oeu3f3DbF5bmOxTipUnl3xPtjviR6nm1WI0zXxrD7zOML9AJB/mJFlGc++Fg16D2wL++F2If/rxWvOemd3ezPaHfFirFupyHhy0OMsExvs0XGHYXfMmygifFEAxDe3a+6NPan3FBv8Yc/inGnjZ4IoZ9/vtcDW7X28ae8j42zkcaJd45t9hqdDDodCM7h4/gwQD12UZJwMHBaTgOv5BceuR3w0aAQiINb3YnnBabcFEKlK9U16T+A4u+ZNOs61WSCaM+J373It6/2xaK6Zrq441jTsY7FpK+BRjqv1FVEa3b0TApRK9c3lbIA3yZjbdUR36HAwOuE8iokv3vJ6sua472IZOuevLwijgDPLwj0547BzuMHUQQFGDjstlLO7h2LQSxP4n50TO0MCbKH3HDkM3D3ehqEEyGtORy7LScBElh5PLBPz+JjjzjGXq0vSrOraoiy2Wjm0aZo43DQ16a1usAYH2IbO+VTkNpYb3fnNDWYcMe7a+IuIpS/eHft7e2iallea6gy5ApWtgcjB2eY9mbOsZ+x3bSFDKDHI13HCKJhz2HdYz0Pm/oQDx8kbojRNY+SMmPiTyse+W79DQ2uvnN0/2ZRYLC/FZEtvL88NYLTXp+v1uYwjDoI5HdsgWMf44ZJBBvqgYBhHzohpWN0Lbv1bXMPFM1uy4uocwLL2TltPBLgERh2b21VIlmW4XYuO02eSaeylQpqwXoQs1zOGhl4ByIplLa/djX/D2B3fPfmjorMHJZaXaAlk4AqAO+4KEHm7inA6Jq7VY5rEdMIlwSpmthKHlbFhYO4X99rAaQDI6xv2vJaYcQB3VAXISnJndwFyp4q5H+F0LDpunyhNSBebsx12HR8A8rcIfxlxfiXY14eWjXW2HWwogHznsfdkK4N8OnR5KFnWwWGPcf+Y8yQlKjHIb6ZrzkYui4nPrXwJ6XvWVq1nlmW8mr9qp8t3cCacLBq0rK5l8NCacmsciM1aCv9fPXsugO5UTPA5GXosJj5zf8KhrhEeDxsZVhBMgp/47THI0AyQ44B+OuVZNMQwdU4k8L2UAPliJnI7k93nN/NLjk2LrpQrqPJuOdShoBXw/z69pywn3tDncu7TGdiMe0dckBFdnHM59zkeusRhwuRWauYMASJPOieNMoRbX2wSrZRFdV2CyC3gXzL0lzOf7thm2NlnFobMLy64nAUc9R3B+suNY99x0Hs9DjuHxFm8CbRWLZbqQTxzdaCVZbC6Quvsc9h3eLcIcLsWPVeAjUmSMPZn7HVtgmXEMphh6QYDCSLVwWUbg9xeOftQDGYoh9rAu/vs9wSING2D/T1xzVexYpCFBnkZTjnQDYzDYj323L2cVVVxvb5m7I7vxsGoKboHm6X6YA5OH3Sdg75gkEGwrIPuiNs05Theomka4TpmFSzoamD0C4A8sAfMgipgmQQTRm5L8gqATo2JBJFrRzCm445FlGQsghhbsqyzVLCsAPPpgiiOGOgGxqi4bsWyzktNYRN/kjPLrYS3J2QIys60DiI9BSJjnI6FZ/VYxDGOv8JfRCykhGHPNDBG72eQZ+GsPXkFCAY5Wgo3FSjl1gOg64hnY+HHOB2Tjvz6ejFrtE3cZXwAyN8iFpMgZ1kPuhb0e1t/9vXidTss6/jxVoB8MnS5LwFy93DMqHPIeZYSXYgNcBXG3K4iToceq2nIdHXFvuMwG+mNTB2Ih6w1ECm1ShvaOhn3jQmX7NEdiqYagKvlknS54lwC5NOhy2ISsAgmHGga2uEB71bvGh9AdShoJzep366XDiEHll8HQ4I44eB4D9fpCIB8ecnNMqRrG8KX9e0N62DFsWXSPxasdBNAVsCrne7sPtj9LQBZ5HudDXg3D+gMHTxzwDTLiC/fcbuKGHcs/GXMQjKRI8PAPDpi5I4q5VAVStvamiay16D3BFhcYgxOMHWNt7OA7sDJHQPOz88JooRRxyZYxawDsVmMR4KtUuXqeVjt4Fb/rza8O4/O3iYYiVYQ+9DZZ9SxmK4ibM+kKwHybZLQj9aiIWoRsfCn7Dl2XqpXgKMJRPbt/t0N5KmHNwK/5vKiJpE6A/Z7DleyIWrvYIRju1wlMeNgwcCzWM0iFv4tYw2MQcFEDp1hxS0AxBTVnrV9f/jOwx2K4Rnl91qwEM8icCBlCGmaYXsmntNjhsYwE+Al9BPW/pK+rqOXAbIzIExD/LgYGTwNpu09ayD04/G66ta0vskZ5L5kIhdBjOOZOFaXWZLQi32SJGU6k5IQw8AYFevWlSB0ERYyt2kwba9BD4STBZl4xqCQ3Emw2HMMcY2BBJFOjyCJ0ZdzQj/Gl3+vrxvo3W7+sa7p4hhO5XDjJ357rD/k9x7q95sDZCFf6UmAPA9ibNfEscS1rZOELAjau85vER8A8reI5SRgJk/p2r658VLMfy5aMg2m7TDIqlO0AfCdDFwOtSmB0aW712Wvd8wbPyC6EgDqza146d0bCS3rdHXNkWmyGntbGeRWvRT7CiA3WGoBh9kN59meYERkSfQqjklurnOW9UQC5OnymgPDxN4/JEzDyslahQKWd+6lC8K+CKr6MxWSnXybjbmcBfTGLnv9A95GgkGeLEPGXZs0zbh4Kw47h4bJ+PQxQCND3npjTVPJF2B5RaYZTOkKgDyw6Th9bqOIdDbjdh0y8iyCVcRSgpeRZWKMRgztYeO6qdxa29i8kQAj9fCnaN6QgWdxuw6xOyYdVer0fTpxwMA1CVYxKzn1bCTLok2MDwiA7Jnedzuq/n1R1w1CcY9KgDxZhTieSdcT1zxJYvrhir2ujb+MWIUzcaiRmkjLsPBMbyO3STBpjz2GommoAiIVQO5XZAi2Z9LzBszTlFG4xDF1Ij/GD1f0Ab1baFT7dr8CsgCW8ZKu1aW1cIfCISBaF18LZjlI6bsWWQbLUIBI1+oyTTMGiQAi/jJgHazo6cYGgwzV+3ISTNoHyFBMCswy2aQn7q9ejYn0zC7zOMILVgTL4lkb1CQWfUvkWZ5guYpX7emPIQfCBYhUAFncOz1Hgn8/xvZMHEtcW7ReEocpYSzWz9U0dM+tfHTX6rKKC09hP/ZxjerP3GlIIJwDY3UIkDn0XbFuyyDGcowcIK/SlHT1/fJC/gCQv0UsbgVAHlgWs5GxVcuaayLbsPjpHYkXY31TQ5QwTsw5c3OPzlBoWf0kZnIurvttCUQupwEz/5ojINwfbDSdqMjLom1omRSD3AS0kphBMuFlPMR2TfaG0tYmiYmvr7mc+eiaGN28mK6YLW85NE26h4IdbgKRip1s5eVvd4U1UxNAll+7zoZM1xFuz6Lv7XEDxJfvuFmFopy9ilj6EmgZBu7xCWNnvNFUA6XGGrelxpptIHJ1RebtkaHnllodp88sDAmnU25XEaOO1LJK8LI/GOYsaxODPAkmWLrV3sbmDApgVQ5/Cu6QvmuKzdozceUmMU8SOrHPwLNEOTtc0LdsbFnyzcu9dQY5mucbeSuhAHIZRJYBsmdzu47QdI2RdAS4TZIKQF5Hc0aahjEu3hF9u78BkFfRqmUQOYIsKUAIFKDL6TP0LOZ+RJZlOJ6B63SZpxnDLBQyhCAhCFd0dL3C1jUB5FW0omO1CLTUc12+L8NFwURKMLIIBNByzS6zVLCsANOp+Hs9XUfvbQLk8n05C2btNehBrsfNcwuXYs9TANktMZGeiWt3WScx9noh3pFyjYe6UQHI6t5bRMXa+bGPa7YIIhXLGtRZVsUgF+tWBpG+vyYKEyIFkHUdza1et2d6rOPiwNR6bhLk5znV5CPbclt+AMg/zFhMfGbrCYemybTLhoeiilbL2bLbdUNbJ+PEmHPLkO7IyTWDV5eCkb1ZCrZkv2sLicXiiiPTIh33c11nPXIvxTYYZDlxp5FB9m/RSXkTdcmyjKNj8Xu4jhOSyYTbVcTAszB0jatrqeM0DXpH23W6rQJkTRMschNAlr/7KV2m66I5Yw7EkxtuliFjWaov2BEDY3+fPXdvw04LRG6GZrQHtlTJtx7LK7TuPqauMVtHuB2LrtwkJjc3zP2YUcfCXxXNXntjsREOnAGLaLExTW/iT9ptrNmWWzADZ0DPMZlLxsdTZdw0pRMJgOyvIlbBnKFl5hu20gY2SSxa1w2mUVX3XwLIA09ILAA6XRfP6bBMU/rRinHHxl/ELPwZI8AYFrKQJi3rMlq2y9Z58rkuW08Fc+G3bnXoOiZpBusoydduBgxS8Z6MgoR1sAmQe1avArJA5NY6gwybuclnq86yOqbHLI7pShnCciWuv2foGCXpoAL5ZaC1jtftMpEKRCo5jGLJ5bPVL+VmOQaO6ZJmGVngSzmTyG1gVGUIPQlCy4cbP2kbRCoGWT73NYDcLx1sLNvAlte2ThLipV8wyIaBZlWrTJ7psYpKDHLbEgurASDrpvCvpqRBbmKQlx8A8g8ulpOAZTjhQNeZdTY1dSoU+9oKQO5JlnoLQD7QZlwzoDssAPLNfE7q+9xKa5xRx2Y+WTNfTdk3RSPD1tzabKzp7Isu7EUDgyw3gpukyyKIGex16HeGXEsGebqOGHkWaZJyLQHyvmEylDrdpgPAbXCLhtaedrCzv9mdDTn4mmUd0b2sGJ8kIZ0vuFkKSy3VWAMw6vXQbZu+3a80nai4DW4ZOsPdg8jVNVrngJ5rihejZ9CRG+DNRDCXY8Ug+zMcw6ArdYNDu1mne+vftttY4w6KzVpFEokSomSQ6wB5niZ04oChZxGuYoJ4KZqGagC5zrK23liTM1ql6yjpdPty3QBhzeR2WaQp3STAsw0C6Tnb13X0TgF+B/Zg475cx+t2WdYcjJTAvwKRmlYBkbZr4lodZmlGX8oQ1iufKI7o6DpGDSCv4lVlrO8qXtE1WwTIjbktpMa1yrIKENlhnSR44ZponbCWILGn6+iD4mCjAFUZaAVJsCOWVd4/Sg8tr6FXB5GW+Hrgr4mjQobg6VqFZVWHs2Vc/M5alyHI9SkY5KrEomMLDfIyiLHcAkSus4xo6ecMsud5G+/2jtnZ7cFGMchRSWJhdQU5BDimgJ1+lFYBcpaSrr5fVm8fAPK3iL/+nz8lNuYc6AazjrZVg9zquErFIG/R6Y6yKZfpALdnVrrO46trbqQB+ahjcXs7I81SBrqBPdrb6KZXcePfoGt6OyyrrgvWp0E+UmZZJ8sIt2sx6O5xHcck1zfcriOGnkWwjlnJTWNoGPQOhctAk5Z1GkwZOAMM3bi7nMrR3cIgr2/J0JjjSQbZouP0mMUR6Xyea5ArWlYJtLp2d6PcCwIgt64bbALI6wl0xvQcMwciXVlCnYYhThIy6lgEq5ilP2NkO5h98X1lXVSXWUzDacsl3yEkAURF41JRqh/Qdy1mfoSua/R74poXaUon9vN7ch0tGWjkTUPv0yC3CpDtWskXCu2g3aFrmwRxSpSkOJ6J53RZpFmFZQ3CNZ6uo3kFW9WxOhWQBbsEkTWJhbyv+rV7lstcAAAgAElEQVRSvW10mKcJXQmQFwvxHuloejMTWWKRl9GyXfCv/q2oAfxTZVlNCSLDNMGKAtHsFRbNXkZvk0Eua1mDJGgXaKncFNhTAFkCqq5d07JK4BwEa+IwIZbNfbamo9lFQ6imabiGSxAXDWHtM8h1lrUKkF1L7EV+lGDaVZY1XPiE8t7sdDefo7LEIsuy74fEwi6eCU3TcEydIEo+aJD//xBOx+Ly3SUHpoHfs7fLENYtjqvsvUdikcR0kykXSR/TMhj0xfVMkpjk+orJKqTvmFiGznQichkYOt7eEat4RZBsdpJe+9eMnFF7INJpYOsgZ5CnWZebVSjZuh4LTSO+EQzywLMIlsLfE6BnmfT3hGyjXhIFAbwUS9lKbJVYTMEdkKHnEgvP7rGMIvzplGWYMJYgci1zUwC5b/UrTScqWgfI7lCwkPXm0XAJdl/IEGT3smKQp9INQWmQV+GckWnkvqxqbeoAeWd6z/IBQL0L3EHOIAMM5LosEimxcOW6BXPpOSvAmWM4WLq1e4mFUyv5QlHStro5W7cMhO2UY3VYkNGXADkOE4LQx9N0dK9Yk47ZqYAs2MG6OU0AedYoQ7AcA9twWacp3cgnSzNWS/H36hILxUSW2brWAXLeEFX6HZfAf6cCIvVChhAG4sCm3pE1FwuVmzrcZFnGOl7jmM5dZ1SEBE75fZgzyOIaHEsykXGK6RjYSqebJMTrkDgR96Zj2xssq2u6+bpFaUScxu2CfwVYVU4KTMp7tQDIaQX8r9KUeBUQxQEa4Lqb1+yZXv7MhWlIRrZ7gFx7JlzLkOBfx5LSC/Ov//q9Frq7iA8A+VuE7/ssVyvGhkk27G1lkCfBhL7Vkn2Rtwdom6M4AdYTdDLOpU53byx0w5MkIZnNuV2FjLoWcZQwX0qArBt09gXobjoAzMN5+2xdY0NUmUEWANm1PBZAOpszW8tmr2WUlw+HozEdu4upmY0s6zRs2b6oyTEARG7uEMvQCoDsiJfN9Fauk2r2CuZ4pokrQWTX6m6ALBCNNYqBbSXcISRh8eJXES7A7uSNbHZJYjFNE3rhOmdZozSgq2kYkkFW990GQI5XLdsXNTREqUOcO2TgimYvgE7PxbEc5mkqXCw8M2+uHBgF0NI0rbGRrX2ArKyZSoesvPvcq9hO2R0T1/SYp9CVIMRfhyRpgqtXu+q7VreRQW513eobNuS6cSg0kcsgxrR1bNPFT1KcJCQKEwIJ0Lo1+YgCHcoKLc1S1vG6XQ2yVStnp2mlSc/NQaRgIpWWNfTXRH4NIHeqBxugArSAlkFkDSCryo38ugKRQZRg2QWIXGcp8XJNJO/NJhDpGE5OBCkmuVUQuQGQ5b4k19PQNSxDw48Fy6rkI+ssJVqHhHGAa5qVNVNRZpDX8nfX6vOm8I9i6KNV8QzKcC0dP0rRDR1DOvXYf/VXOE+etHed3yI+AORvEbcKnOg6jIdbdbo365v2LKd0XWxqwSYoUhv4JPHwo5ThaIBpWNwmCelizmQVlZq9JIg0DPoHQobQlN8iatvfcxuDLIDlLOtysxS2U44hGobS5ZLpOmLomRIgi5f/YNBH0zR6du+9EovWwu4W4KMc/hTNHTH0LOFi0bXw5EY3nYnr7thmwURaFkZXNnXY/UZ2vHX7oiaWFQTDZXeFxEJqBjuuuPZ5ktKLVnRtgzhMCBMfN8vQZdOQKmXXGfJ1vN59bsGmTle4IZh03B6LNGGQBjimQbgWJe2urqOXNu16I1uWZTuQWNQ0kVCwklansJ2S5Wzb9FhkaS5DWEntoKe9X2KRZVn7DPL7NMiU2DoFRkyHII2xkkhIRyTIqDPICnQoMKLybFc+UmOQ1UQ2mZtnV5nIXKcbrAn9hEgCNM800cxiuIlnVTXI6hDQKojcYJDln5JBdk2R2zpMMB09Z5BXaUq8DgqA7G2CQ8/08pz8ROa2awbZsMEsyDXXFCyrYemYEkSGaUbkR0RxgGsYlfeICtuwCdXBdZe5qUp0uGwAyAZBLLT7ppS/BN8zD2T4AJC/VUynYkPsGwbmeG+rxGIWtWyDs812SoLmBR636xC3YzHoDgWDvFhwuxJuCMJ2SlrhOA6DgWj8a2LIl2HLpcOtWtaCQV6FqoGhyyJJSXKAbBEso1xfN5Dm/k1d5yAlFm2um90TL8Ykrn59LRjkgWcxXQt2vCNLbvPVCj1N5HhYAf4Hpplv2D2rR5AEREnV6WEdr9tlD5pAZBKJl6Xdo+daLIIYTdfoyWtX5WzXMojDVLz8syxnkOtslorvRW7qv13hYpFmsAyTfCjDPE0ZSPcNAbYCXK1qzdSxqk01YRqSZEm7TGTd3B/EIc50QdfzpqF1mGDZOpbuEGQZntyI1ytx/YJB3pRYqAE963hNRtZubmpzLpMJwTwvZ3uWyi2Vek+XOE0xooAoSPC3AOScQZYgRB3g2tUgKwa5PnBCalnNQstadkMIoogkENICEDKEcihApZhjxbY6xi4lFkHl65ahYeiSZbWNvFTvp5mUWIjnznU2r9kxnHzdFFDejXykBJBrINKxDPwoxTC1PLcwy0jClDgN8QwDzXs/QFbvlXbZcfl7LE/Sqz0TjikYZADD+gCQf9ChGOSeruOO97cPCmkdRPb/KECeriPRde70WKQp6XzB7TrKG6IUgzwej+lKpqVeEoVdMMjbJRaZ1SHEYhkmuefsIo6IFwuSNJOl+oR1uMQzTZxewbI2yRBaZ1mbGmsg99MdehazdZxrkAFmiXBD6NgG4SrGj5f0NR29V2VZ6weA7wWILPlgKis0gG6/i6ZprLIUNwnxJIMcRGuhZZUMclNHvdJE7mRCVPm+LPnpqslecz/C9gxcu8s8y+ipUq4fkqYJjq5VmB/XcPPNGgowYustTZqDYsOuSyzkvapY1rVsGjINm3WS4iQRSZLih7KUq+nonSqDnGRJnpM65LT7vMnrKct+Ir+Um+qql0BLgok48P95DLLMbSfgX61bUgWRikFeRwmmI8A/CDeE2C9ApF0DyJYu7uWdyhByEKnYccUgi2vQNA1XAi3D1LHMAkTGfkSchNhbWFbXdAsGeRfseA4i5T0ZrQpJiQzXEo1shlFikLOMKEyI0xDHMNCdLQBZHmx2kpuSWCRliUWDBlkyyJquo+smvl+T5X0P4gNA/hahGOSBoeP1x41letgBiHT6zTIEuWnPMy+3C3NMT3SJLhYsg4SuU5vsNR5vZepgB/6e25r0pE5X02AVKEutDqs4JphL30vXIg4T/HBJr6TTajL2hx2AyCZNJAjg5Q7p2EbhySpZrlma0I3WYt3WMVHi45EVANna9Pb83oBIlaclNciB2JQdz8a1xX3pxCGeZQjNZ+jj6Vq+bk3NUGEakmZpy2xdjfWBUuOQR9dR1kxF5/kiIwfIfiCZKq1qO1Uu9wI5+9MqW1cv+YIAJDUQGUQppiWYyCBNBEAOU0JVqtd19FJJW+WggJbSRLa6bmYDQE5CkKDDq4B/HVuClzhYVwGyYVTWTbGsdYDcKvjPgZYEI6qCJEFK2VLLtHQstR5pSrzySWR1w66xrJqmVXS660TkuJN7ss4gl8CeavYyzAJERllGHMZEsQCR9UEaINYuB//yT89o8T1Zf96SqCKvgAJEarqGYRYAOYkSojTE1bRmBlnflFi0m1uNQY79TfAv5SMAqa5hmvYHgPxDDcUg970OHbffyLDCLiZEDbZokGsMcsfCMl3WmkaymLMKYzqWKNWvggWmptPr9Qprn+8FgzwQHfUlj1EAwiWa3aNjGXkp25W/8/lMHGQ8WwCtdbikbxg50OpZmxpkZYPTLkBWmsja7zlag+XlLw/T0nFtyVKlGd3Ix1MyhCTETbN89G0Tg7wbEKnY8dLo29wurEfPMfEjYRdmuwaO7bJKM9wkzCUWYeTjaoVO1zIsLN2qHNx20nySM5Gl3PJN26lYM1mWjqnb+Bl0Y+WnK8udWlWDXJ98lTPIbTT7qqiXs6Fiz1RhIiWIDJIEWzay5YMLdO29AHknINKwAK16sEkCMdESUcoGaanllGQINQa567oVN4R6k56SN7W6bpomwHAOtCQo0U35bU02RFVBZJhlJEGcM8jOH9GyKga51edN0wSwimsaZKsKkNdKp6uXGOQgJkpCHF1HtzfXwzGdopFN/tmqxEI3QLeKdYuL+1GFamQDMG35HGWpfP8HYsy0u7keat0UQQItM8i6KYbw5PdkXLDKMhxLJ4hFbqkGhmF9kFj8UEMxyMN+n47ZIUqjDa0n7IhBfk+T3iLrsApFqd7SXZZAMpuzChM6jikGF0QrupaF0elsWPuoUI01rTPIsJmfBJEdxxS5lcf6SgbZswziICGIl6I7W5ZFmyQWQRLs0AanxmbHPpgurmSQNU3Dk3rOtfTT7TomcSRGjbqalnuX5gxyCSDvBkQ2AOSSx2dlKINn4lgdVmlKN4swdE0y/9JP1y42jDqIVEBrJwA5agLIbgUgG1IT6WcZTirGGCsG2dY1tBJjVy73QgEmd9pVD/mzJq6l6stqmw5xlqJHoTjUKACl6WilzvrvBUDWNJFfhUGONhhkP0owzYJBDpKEaBkUQxlqLKu693KALNlYJU9oLQynAMbqzxIgyVlWqwaQw4g4idE1DdNpAJElBlkxka0yyCDyUHttA4PsWDqB1Omq3IIsI4lSkizC0Y3Ks6bC1m3iTEi9dtLIBuLZikoMcg1E2oZOKEFkmUGO44w4CXCoOsYUf88mIyPO4t1ILDRN3pOqqhGCYVZ+xNQ14kT0JSQaHxjkH3IoBnk46OcgsS5DyLJsNzKE92iQ53iswzSfDrXKMmIJIju2QegL5sczdLSOV2g9a7n5iU+SJTlL2Uq4CiDX8pO6yK5tsAoTLNfIAfJyuYAsk1rWFD9a09NKpfpaMxQU7EG7DLLqPC9JLLKswiAHkjnoqka2TOg9OzK3IPKFllV+v0mGsJPc6rpBqGiQ8676WDDkjuWyylJ6crNarwOSNBHTr0qbdt0NYTe5KfBfyq3EIHsl71LTFoxWkKbYaUwaZ0Sy5OhqVRlC2ZMVColF60yk6VVz26pB1nOdbhL6wnkkKjfplRhkBTbl72knDVEgWMfSYAjiIC8FW4aGrol1K4PISOl00/frdJXeUwFkU6+CgTsP09kqsYCSG0IDg5ykkdDpNrGshlMwyLto0gNxiFGgv6ZBBgEio0TYhRUa5JQkTERutcOoCku3cpJrJ+w4yHVTADnYkFiYMjcAdGGHpgByGAe4gNakQZZMepRExWG7bfBv2oXEIgk3wH85t1QDy7A/MMg/1JhOpxiaRn8w3CpDCJJgN53nWyQWmW4SYLEKhbenY7mskpRoJn6+K2UIYSzN/TsdDN3YmOMORXd2q+x4k+0UFAyybbIMEgn+xe98EUVYaZxrWcPYx8uyHCCXdWcqFDBpldFqsp2KAyAD08WzddZSn9XrKgY5KwBylOYMsgLICnCUmcjdAuQyg6wkFt1SQ5TURJoOPhpdCS5Wy8IuTC+zrIabb9awo9wMS5QPKwyyL76mG5vNXoaDn4qDTRynORPpaDUGeUuTXutgxHKrMoQSQC6Df0syyABRGFQYZLfG2Dm60ryK7++MZTXdokSfJpAl+aYtZAiyVG/qmHoZREb5KGnLql6zOsCo+1I5QrSfW42tg5wdB7BMwdaVWValZY2TCEvXwdq8Ztuw8/fJTpr0QOZW0rJCBSBbJaBlWiWnhyghTiNsrXrQLv6eld+LO9FXg5BYyGtoApF2KbdMpwEgZ+huA/hXa5yE+T3Z+qGtzCCnsci1FJahEaeSQQZMw/rAIP9Q4/b2lr5lYfR6xRz3mgOBKm23K7EYiE2sLvfIPT61fFqNY3ksk5hkIWUItkmitKwla6byFB4VqvGrXQP8hsYayBuHOraRg3/FIC/kUAZXSiziJMSBHCDbhi0kFaUpb7thkGvm/lDS13l4lsE6FJuy7dpYpo2fM8gmSZQWdmFShqCaMMpAa7e5lRnkQmJRLtXnMgQoALIcNerpegVo2YbdmFurBxuQLGtNYiE37LKfrmGJUn2YJlhJRBIVILLuYlFv0lNgpPUNu6z3hIrEwimBf8Mspl/FYSAYZHnN3Y5X0emqg5sCkbsDyGWWdVOGYJsCjFRZ1pQkjEkkyNjGIKuc8tyMtiUW9ntzswydUOVW0ukmYUycxti6jm69n0HeGYg0rJLEQh5GS+V6y9CIZKnesGoyhDTE0TR0ewuDnFYZ5NbBv2EWVp9xWDnUAJglEJnqGqZhE6YZaQJRHGIDmJvANz+4pTsEyKZbvSfruek6sQT/iQaGbhJFm7LVXccHgPwt4uzsjJ+P99C73cYZ9VAA5q7dcpMebLLIwRzN6WPqGqtQdtSbHutIWKGJ6xSWWnEa4EFeFm0aDZvn1iZAbtJEgmS1hAZ5GcrNWm3CWYYXB7JJTzB2jlZMiFIvQFUShR3Z4DS5WEQFO6K6l7Msw3IMXNut6HSjMCaMAhxdQ7NVt/omg6zWsXWLH03fbPYCySCX9J55I1uGk4l8V2t5zZpW0SCXN2vYEfgHqRssSyz8jcEFimW1DJtAAuQ4TPLRt3UfZMuwSLIkZyp30qQHmwxyyZtVuSEEUYJhaRhyw02ikCiIcxeLjlc9sChApe7L3W7YtUa2ksxDMZG6KYAIiPdJGsYkSYTZ0Oyl1keV6r8f4H9TYqG0rOJduckg27qev0fKoQgF2KEMoQz+o003hDKDrJuiGTOUGuQ4UQzyJkA2dTO/F3cmjdlgkKvXaZU0yKnU6QZZRppCksaYgGY2MP96UdnYWW5KGpNljfpqsW4S/AOGbhDHccMH7TY+AORvEf/23/5b/tc/+zMBkP8Ig9zuFKUtdmHhAuw+ntTpmraBY3fIgNValrBtgygS9kxuRu5d2rW6jRPLoG37om0AWbBaXdtgFcTSuqjY0Lw4kE4PibD5Kel065s17KrZq2Hdcga5g2sZZBkEsdCy2paLn2X0NQGg/LUE9Zqelw+bctsJiNQ0UZYPa1pWAKuzYTtl6jZ+muFkkmWVAK2j65XyYblhCHa0brAJIpMygyxyU131tuWSZhlaFJDEaT7Zy9GqDHK+ocmD205s3kAyyM1NepqmCaCVZOiGnoPIKMuI1lFh87Zt4MTOGeQSoxU3MMiGThhnmzrdKCZJE0xdR6vJEHRNx9TMQoOc7FCDvNGkV5JYSBCpSTstEOx4GiWkWYylac0AWS/56X4vmvT8yqEGCuZf/KwmZAhpRpKkxGmEA2hNMoSSBnln0hjDLq1bE4gsMciaAJGJBlmakSQxJlpl+qGK7wWDrJtCWpEmQLbBIAvmXzHIGYZufgDIP+RIl0v0Xm9rk57S7bbayJaDyJq4PVqD5eLJ7mUlsQBYrcSLruuYJLI06mrk42E7Vid3P1Cxk6YhZeUTbZNYmKzCBN3QsdUkHilDUAA5jAMBRqSOt95RDzuWIVSmlsk8rcINQXRni/GwfprSRQDkVXlqmdzY1PXvPDeoNp9ApezrlGQIpm1g6JZYtzSuaVmrzE8dIOcyhLabvcqbGkh7JnlIydetJkOIqjrduga5rmXdGYNcLmfDBqvVLEPIiNZhwY5vYVkVwMrBSNsyBNMpqhrqPqpJLMJEHtpKuaVSYmFqeiMYsQxr9xpkw9lkxysSi0KGYNllnW5KksVbGeQyy7qTPQCqz1vsF9I7GWUmMtOFxjrMMpI4E4NCoFliYVg5+Fc5Gppxd3k0RVlikQQNILLUyAboukGsaaQZ4tCmgWZt3pMqjyRNdgyQk4Ihf598JBO5fZBY/IAjXS6rEotaI9tOwMg2llXqIjvK6cE2cOTPrgJ5nZaSIcgmPa8YylAH/ztpGvojDLLSIAO4ko0LsgwriQQ7HiSEcYijFVrW9wHk1qcoaXqVZVUMsulVBxfIDTvMoJPJphJfyRCKjc3SLTS03WuQodqgAZVNuzxwwrB0UcZNM+w0EUNC1DVrmxrk8rp9Lyy1ILfmg0KGIPSegs0CyKKQJE4LEOm6aHrx6s27zpUmcled54ZdXbc0zv10QQAtVapXG26UZcSykU0DDLu2yW/R6Zpa2yVfW+QD20FkXAP/qZAhJFKnW2eQoapl3a3EQjGRMscSIFHgH2qNbLFwerBoZpDLADnJkvxrrUYdINfdEPSCicw00HWTmIxE6nStLNvuYiHXS9m97VxiUTvsC52uamQTLGuCRpppgkHWmhlklUeSJUVurT9vkkHOfbk3Ncg5g8wHicUPOrIkIfN99E6nYJAbXCzgewIiZSnKs83clilnkH3ZTOOYJFFCEPkVa6a6nRYUHeitsgdNuaWJ2MCtDh1HDAoBcGUJLUyF56xj6vh+IMb6aps63aDEuCtJQvsG+G4VjJQYZM+ulupVI5uXSD/dtWyYKeUmxq5W/XR3khtULX6gpIu0CnY8VuDfJsyEFVocJsTy75X11bDpYrE7MGKz3S5MrFukSvVyo0rDMHceAfBq3qV1Bnm3bF2ZQY5qDVGSQba0SiNbWpYhmHUWTPy/Alo7Y5B1s1SqVxrkLU16CtRnBUA2da0RIJeHaexO71k62Gxp0qvrdKMsI4lTkjTG0mjMrVGn2zrQKtm8NckQSuA/QzCRSVYAZAcawb+lW6RZuluWtdKAuNnIZptanlvOIJORZRqxlFjU/YWhBJBLubX+nlQSiwZNPFSlMQkZhvaBQf7BRhaKB1R3na3jmHN/z1YBcm2eu4o4kEykzjpMMC0jB8jrKETP0txPN5RuCEqGULecgl1JLBrswtR/Wy6uaRDGKVmW5VOggiyjp6VomsZ6VQxlUDIExch9L2QIRg1oRQWDXHF6UDpdwM4S0iT71jKE3QGtusQiAs2QVmjVJj3LdAjTVDaypXmjmolWsXmru1h8L+yLoOJiYeiaaKJMUvQSE5nIJj21Hm6tka1sywQ7tHkza/KRmj2TYiIFy1puZFMgclOGoABVzrLuSqdb0Xtud3rQdA2z5IaQKoCsaWh2A0DW7YKJ3JnEwnovO162C9N0DUM3JPgXOt1tDLKlW5WDjYb4u61Ged3SZAMQ2jU/XUM3iDNIUk1M0tuiry5XNnYmsdBL65ZGDVZoJacHeX2CQYYkSbYyyCqPOIt3r0HOAfJ7BoVIicUHBvkHGpk0sNZsZ+swjd2CyGYGWeh0hRVaWVdnJbEYphGJgRNeiUEuMyIqdsOOK/DfACKtDrbqqo/TksQipSd1uuWxvuoFqdamCSC3bxfm1JjIEvgvj/U19VxXZ6exZCJVs1dVO1jerIHdldfMmgyh5PFpGcICLEwydKnTDZMEM4lIkjS31DJrG5tjOBXmf3eeszV2vMQgg5QhSBBpyGuL44g4SnN2fINBrjXp7W4oQwmMZJnwCi5trGU3BMMoJBZJFJOmCUaDTleB/507PTSCyKqLhXIMsEoyhDROSLIYS9O3Wmpt5LYTdlzltqn5tAydKJY6XU1DkyAyTTLBIEMj+Dc1M3+HxGncPsiC6rukJvkB2cimNMi5xALSFKIoFC4WxibwrQNkUzcr9oStRJkdb8hNyBCU00OGYZgkQCJdLIxtGmR5iIlTAZANzWg/N3VPNhzYQAwKidOMLMtEbh+a9H64kQZikTXHEd3cur0xcGK3ILJZgyzM71NM26gwPnYaiWltfkCcRELvKQGypVsVGzTYUVe9YnQrvqzKDcErbKfiFMs2sUybMMvoaMIuTJmOO1pRGlUMctNQhp00DcVNEovOBoMsGtkyLClDyB0DdA3NKrNgVlWGkOxow67nViqNOnKzKus9MzK0OMo3bADLNCtgyzaq4H93QKvepFftrC9ApIZZBpF+RCTvNa/WNFS3C8vvyV2ASAWwGpifJhmCYFlFI5ula2BWwYjKoS6x2JntFDQ6PTilkq8CyEqGkGaJcHpo8Ao2dXNzkl7bB1LF1kEzO17KTYBIg4QsB1o22R/VIO8MIBtWcSBNowaAXG1kMwzp9CAb2QxNQzMbALJRBcitP2tQfd7SdDM3U6vmpgmJRZLK+/SPMMhKYrGTddMN6WIh78s6O64LwB6n2QeJxQ89slAxyAUTGSXVxdwtiNzGIBusFYNcaqqxkxjL0FgtS24IkoV9H4Pcrgb5fQyylzsGhLFs9pIAuZvFpEmWW2rZf0SDrEqH7Wvr6qX6YoxqPo5ZSSw0BZATkqhsF6ajl6ZElRtPYIcMcr2RrWQUb5nixSjGwxYgMg2DCkC2a4015XIv7FpisZ1BrsgQci0rxH4kmoZ0HaO2qTXZvDmGswNGqyT7UfeRXmUiw1h5BZcAcpyQZgqM1JtxahKLnYHIst6zGA+uouyGoJorYzJphaYcA5qb9HKdbhKha3r7MgTdrDZ7wUYDYlgCyIZukmRi4ESchFjQOGra1M18vZIsaX/NQOQmGwSbJ7JVvYJ1rXB6SLME44/odKMkIs7iHeVWlljEAlSWwqo1sil2PJYA2UBrrGqo3OIsJkqjHQFkqwaQq7mZsl8jTjLi7EOT3g86lMRCgZHvH4hsZpC98vjUkkF8lxhN0wpPZK3o0G4C/3lueou5qUa2qIlB7uAYikFWWlbhhuCRCM/Zsk5XAeTa2Fsgf4G0DkbKvqxQYpC9jXHMpi68Pa26FVpNhlC/L6NkV7nV9NUViYVsZKvJENIwJC1JLCy3KkMob9Yg1037PuRWaJBBlbOVDKFoZIsDwVTZhrGxqTVpkFuXV0C1SS/f2DanlpWdHqJcp5tgNWiQ6y4Wiq3bTTm7zo7XpDESaGmyOhVnWS772cbWmXpJhpDtkoncLrGw6yBSN4gySNNMrEeWNY6a/l4wyGV2PE02QWTJwk4MnBAyhCzTpE6XRgZZsaxplu6QHTerz1tdYmEoS7esGKaRQaT6NDTQmsC/Vm3S2+m6yWttWjcQjj8JGfoHBvmHG6nSIEtWq245BWJTMzSj3Zvxj780MNMAACAASURBVLhYuLJJT9O0vJEtzLJcp1v46RYA2dIt4iwmzdL848IkxNTN9pmR8vQrKP7bdPLRt0Gc5s1eQZbhpopBFg+bUwL/TQxylEa72dQ23BAKBtmugUjTKCQWZbswu+b0UDb2B3ZYOmySWIjrMGVpLYwFg5xPZEuUxEKO2G5gkMvT5uI0bl86Alua9Da9gnVDq1RtkrCk061pIpt8kFtvrISaDGG7XZimvY9Brr7/DM1AQ6u4IeysVJ+zrEHxNRlWpZHNQNN0EqnTTTM5tawBRBqaUWGQd/K81SUWuiUIBhmmoZFIz1nh9GDmEos4jrA0bSuDvHOArBkFyEo2JRaGrue5FU4PJYkFGjRokOuNbLtjWcsAucayynelAMgZuqaTkOX+waamvVeDrGzedsb8p0nB/mvbc4uz7AOD/EMO5WKhRt/WgQiIzW0no2Gh2qSXpjmrZUkhPICnrNCyDI940y6sxCADFbZuZ4xWHSCXLGNyz1kpsbDkGE5LOj2ohqiyxKLJxWJnQKvOIOfWU07OsioQaRo2UZZiJkKDnDs9GFWdrmVYxEnxktkZGDEbfJDl77g8kU3oq+sAeYvEQpW9sxLQ2sWLvz5MI/Y3m70ScU8W0+YgiRSIZNPpoeRbCjs+2CQlvSfUGOSCiVQVqSSDVOp0m7rqNU2rsP87y01v0CDXJBbqXUlJp6sObdsAsqmb+fO4u3J2TWJR24cMrTqRTdcN4iwjTTXiJNo6Sa9u87Y7LWtZYrHphpBk1ZHFCfK+TBP0LSyrApFplu7w0GaLg2hDQyyALkFkmmUkyPWAitPPe10s0l2Cf0Pckw2VKKjlloGhfWjS+8FGljfpbdcg+4nfvrF/E4OcFPq6cnOGkwPklA4JaZzlYMoqAWS1eZVL9UoT2XrUx/qWdJFlFwsFRnzAliyr0umWJRZNLha7A1r1oQwFIFG5lcvZYSoAchKnpEqGUJ9a9n1hkDea9Kqbdt7sZei5BjmOk2qTXgODDNVmr90cbOruI5sSizDOMIzC6SHMUuGGIBnkeiObuv/KQxl0bQev5j8isShbaikddVJikE2ABkarPkxjp2AESqOmi/vH0AuWFV1oWaMsE3xDGgmnhyYGWTe+BwebskNHRN1Pt8yyZmpkMRppCnESCRLhByGxiDdy0+W6VdwQIG9kEyByO4O8+0a2CFS1tgH8g2BZcyu0rKiymdof1yDvtLkyjQVhBxvsuC4rHKlkkD9ILH7AoZr0lC/rNqeHnRj7o9U2bCVDcPPGkyzLciu0MMvwsoQ4Luk9tU0QWQbIOyv5bmWQLRyzGOurdLqqkU1ILNRY30JioablfT8Y5AavYN0ETavodJUMIZEMcpoWL8g6QN5wsdh1g4aK2qYtdIOi2UtpkJM4Ik3TrQxyuakGdniw2citavCfSyzMqsSiaPbSNhitfEMrAeSdbWr5wIlNLWsZROrKjYSsxiA3NLIZVoWJ3A2INBtcLIp7zNS1vPkp0zR0w8wlFjmD3ARG/j/23jbWuq47C7rG2ue+n7cVKJG+pEkLoSSt0miUtkGQPyohVtRi0kSp1oASSEwKJaixGtIAiZqQyA9iIeIPBdESEgM2Wi3BYKKI2jZEpSVoUwKU/qDBRsBA73uvOfwx55hzzO91Tp9zxjjPc8ab590fa+195rzX2nNe85rXuAbVDLKZxCJrkHsGuZdYRBnCyana3AxoUZ2k9+I+wcBWg3wToMWqIhsXgHyjtcTi5NOwb4kdl/41i2IBkffACJQq6aXkQwBpN2os+wEi+De/bhOJxS2B/5++BwQAD28Si9cbWYMsyV5NQQbASIYgiWzaCk1laL+/lR/YJ++LxOJL+Y5wD8UJQEssjtcgsWgZ5FvS6SJJLIpXsJZYSN90tTm7CVsl1gDV9qEkMESAHBnke2A8iAwhDToty+qGQdbJJ0BkSQaVvTSDfIaA82PAmf5NHhpGa5jsZbGwEfsiiWbb931K9hJpDBB/c3w/EUKIk9qt1ePVTg9nsGKQm6x6oHIN0ECrMMiRBYqOAXMQaS6xuL1fOj1o8M8EHHREF4tkhfbAPPQKvh23ih23uSe1xKKvNqf7FijppglJYnGPY+Qgv+TdES0Y7VlWkVj0GuSHPMeFbIUW9dXpPp1JLBRANtVX8zncrQEKiIwsa7puXHbZpuy40iAHDjZjiWiQc5Je3QZZ2Hw4Q0kcfWOQX2ew8kEG5jZvNixru+VbM8hABFrvPynenl9IVmiFQUanQW4lFiZ9e/cltYuFlliITUwIsZjG8R5/F4yHcOK8F5u3L7x7B0o/TiLqrNDE6eHFQydoAJWFUdYgn9FP93bcwGDgvtfp6vvSjtFq+nb2APnDnSsG+aPy032gA8fGDcHsumkNMnPcHlXtEDByHIQjT8LAeT/BiCxrK0PQkzUQdZFmrA+HuC06sGe6HUWnK/KRaBfGpdrcACDr+9J0V4NDnLAziVDuycgg1yzryZydHqYaZHqoJBZmunidpNdKLKiw4+L0cAcQUsni2wRoad2/nXZ8bfNWtuoR3RASO37fSSyOGiDb9O3WgMgxQD6Zk9PDkbTjiSAh6oAnUEu27MaS25JBFg3y/eRyT74xyK8zdCU9oN/KBgxZ1ndf0jg9KA2yAOQ7Zyu0KLG4R/uiU61ERYPcWE4BqW+Hle2U9tMtmfXCHHy4M27vayu0cBanh08aGYLW1QHGjFZb1vcmDHK5bsftwJEGznDewUENkAMGufJBttSfaXZ8IEP4IAyyliF8uMft7KOvftXKEGyzs9WWL1CByJjsFXJJXyD56d7PNFntJRZ3vttNakCc1AYSCy1DIFmgguM9ySEyyAMNcluRzcZ9JLXr/Dj0eL4dB85TJ7I9xGpzATjPeyzHPNMga4mFGYOckr1GSXpHtAtjZlUoJDH/ISaOttIFwJNOV3sFT3S6KpHtZMY96XoPwlBiIazqGQxZVrqlRdskkU3pdE9OIFJpkI/BbhRQjyeBA44BiH72ONIu4sTmLQ0f+HhG5p/oeAPIrzX4YwQy4oP8yfFJ5aULGCayPXxSJ7Ldi5/uu4fCRB63IwJ7ZnySdLp3qUY2kFjorXozBrl1DFAVsDSDfLsRHo7oYvEQzsourNPptgyyWdLQQwMiy/bh7SAchM4uLOp0VZLGBa9gO9up5rq1hQvuqUqg8tM9PyQG+Ti6SU1XvgKSpZYJGHkHgGsLo4pljQwyEeF4KAwyJ53ubVD6ttMgh/PlLRWBMkGH+xBEPhyUQSQdRwGRJyMklnUERh6OB4QErO204+lvTra0H26KQU6JbJXEgjDV6WpnFbMdGyDekwOJRW0XVryCQ3J/uIHygqf6WgGRYhdmnaR39lZowkSeJxc/XS7V5mZOD3IPBg6GMoSWQR7rdIVBjpaCAcyqUMig3ZodP/nEYQHzJFdjxiBTkREGiuy4jBGe4g0gXwge+CCPXCxcJLINNMgfxXbq4T0+BMYXwkeEu2IijyMP/iMXCzN2vJMhlEn7oUpki4VQPjDjIYjTQwKRGwbZjQyh2T58dzvwMUgxjcIgr5wetOUUYJxVf64lFmfgCvyLn65ILFoQ2Uks2Mp9RINISa4pbdVb9cW+jRFCKE4PExcLLbEwBZHa4P82BpE4ahnCyZLI1t9vcWvYmEGWa1Rl1vfSGED8dCUhCsUKbcIgZ+b/NGRZgTienB/QVo67qVyUXHACJZEtsqxzna4U0zDZ1aCGQW7uHc0ga5s38fEfLUgBZFb1Hu52rjF0RAA5WGgDRacbXSwi+D+5AGQChgsbzfzbg/+1i8U9MBiRQWaOhgKe4g0gX4gw0CC3EgtTBnlYTKPWIN9u0dz/IxjvEBBCwD2BmHfvSmWrkQ+yWd86oFUkFiWRTYDWO3wQpwedyNYk1oxKFrsAkV2y1xElFg+UWdZwvye27sRBhFsD/mMShwMf5ONdGvjTYHd+qNm6BCKPoxQK0Qzy+4M6EJkBcvo3u59WSXp6q77XDt4Owl1KFie5wT356e7KMWuJhVliDRDvRbk3JyASVSJb2qrHOEnvdtwyYLFjkAVEaga5/Btr+UgQBpmKxOJhApDjlr6xi4X8Ds6P8XfXOgZooEUFROZEtgsMsqkuHii6+Imf7j2E6GJBt0qne7sA/m11uleS9OIu1JFLaK8dOvR4YuZiQUeUj2xcLD6eIWr+s5zEF4v8BpAvRGaQlVdwa/NmV/3qfQ20hEG+fVKxrLeHJLEIjPcc6mQvNfBngHzWANlGN9iCyDJpj6zQ7sy4hbNikN+/71lWHxKL9wOWtbTjXfYKVlrW857LMT9QX9bXj75agUigk1hkGYLS6Z5gnPdQkr0mOl1zP928na0YZMWOPCQNMhAZViBJLM64KD2wd7EIHIwlFudEYnEoGQIliQXHnf1wRqeHUWUvUjpdM2mM6tsIRCadbmhkCMwJIGNsYaf7ZloEBSjM/2KrPshWPXMusHFsNMgCIl+8PDigFjb3pQY5hMj2H3TEfrIuprGupGfHIF9zsYjgn0F0ICiW9QCqion5a5H+TRDAzDYaZAHIExeLIrEQBjnda28A+fUFf/hpkHJDmNm8vXihEABDz1kAuD1kiUV0DIh6zw/MeM9NUYamXDFQa5DNEqK0NRNQ2TMJQL6fMZHtlrZ7b4lBzgPkJ70G2YfEotHpNoN/9gq+qWpz95ikF3W6Pevz7nhXSSzsQeTYeurhKOWYNYgMH2MxjeiG0LJgtdODaVY9kPR1aTBvJBatFdo9yRCmEgu5vunaxYIihkl6GvxPfJBzshej3JOMoU5X72yYXTcBQJw0n4tkL12yuKo2NynK4KLaHJDAf5iX9dWOAShgZOZiIcBKtuptGWQByGN2PNq8RRlC4PJbmiWy6Up6Zn1rQeTE6SEwIzAyQA4qAXHXNzMNsshHduA/Mcj0xiC/3gg//dNZXgGMNci2tlONGwIAHO+GEosP4OwVnBnk91of2muQ7+Fux2hNJBYPWl/9UNgsAcjZoWPDIPuSWNRs3Yd7rUE+U6GQqFE9eq2h0kMCxn0DFIP8cQi0jqMA5HuuyHZP9kVrgGyaXAnUOt0mSS9rkBPjeAeDRWKB3pdVs1mAcVEGIEksBuz4QbmSnpRjlkS2WRltYCCxsEr2AsqWdseyChiMTg83uuEOylZoo0UbUIN/Uy0roMB/07ec0MwJREaW9cxb9RjahWkG2axvetE2AP+HZpARgVZAzSCvJBYC/k3Z8SxnGoP/D/e0aMsMcgLIGNu8CSDmBKbNrttSYhEfW4nFeZ7wFG8A+ULwhw8VQB5JLMyyfEdAC6hkCPcQcORqc8ADR69gAVPvtMRiwCDbVvYaSyzeZ/DPpdpcCLilcswnn9FPd1CyuGWQ7VhWLiBL2bwBkUE+ufQNAO73e5EhHJR3NCQejphRL1tw9gzyuLqXJHsdN+UVnKzQzlxtbsyyajcEUwb5/DiWWCgNsjD8u2IaRBTdEJSLhZk1EzB3sbjVBSeOZKkVmF+BDGENtB7ydnad7HUm15iHiQxBJ8aaalkBJR8ZF2UQF4uDDgQgSyxuE6cHVxpkAf/UjnlKhsDJDYEVO05Yl5q27Jv8TdmN7ljW+PjhDOAksTg1gwx0cwBQ2NiTTztHnE5iMXOx4LSweZNYvNp4+Hlfjk++9mvy6/e39zmzV8LOc7aRIQwA8oc7J89ZqTaXNMgJfL5XdmEjDbLZlu9Ip3s8AER5YCwyhJjhe3BAOKMG+Xb0iTXDJD0rfTVQ2H9l8wYUJlI7PdyBVJEtFZxoNciNG4IfDXLNID+MNMiMWLI4JAZ5IrHQW/Xm8pGcfa6vW9HpHsctTmriFZwT2dZAKy4SjFnWYanp2Lfop0vJUivOgwIihwwy3eyZfxm/ZiyrliEodvyjKsowdAw4St/sGeSQCtdMJBZ6qx6Ni4VbBllrx/u+aRmCuCFoDfIN/W4UUIN/u76lvzlhkI/MIIdc3ZEVg7wro23KIOckvV6GBtRJeiC/EguDker1xRd/y7dXr8XR4cP5QVk5GW6Ljhjk2wPeP2gQGauWfQDjIYFImZB1MY1RJT0zBrnT6RYt6+0gEEUN03GTanMA3++1Y8DA5s2FV7CWIbz7kti3RmJxngIildPDR7FC6xnknMyXwKM9gzxL0jtwP5NXsCqmcZ6Mk1Pp24F8BIADJlJN2BLqd//uRhl44ICqflWKaQy3fFXJYruxRGuQe/CfE6I4Vpu7HbcIKLNXME2T9GRHyl4+Im4IDYhUJYtZtKyI4wuQtupHDLJi/pnZlomcsKwa/AvLKsw/IC4WaxDJzEYyO838zxnkM6Dum9h8ThY2et42Z5AlsX7j9EBElQaZsGaQQ/qfmb4aGDrGAEo7npL0RBbyJrH4DMQQRIbTj5YVGDo9PNzepWIa4qebbN4a+QjQJOlZeWAOGeTYvlg2+sCHJLEo1eY+4rzLtmi/ddj5IFuWmgaUx2edOJQZZAWQo0435L7NrNB00pC5FRpztbABxolsJyMz/9FP17kG+fyoPD776wbERDY6brinRLbAyelhk+zlq1BI3TcgJUQpu7DAQDjPyNZNkoa0DMGUrctAa8IgJ1/Wgw6cIJxi+0woe97V52oG2dbpYezQocG/llhkLess2athkMUd4UUjyxA+1q9TFD/dUpGNm2pzQ52uqqRnrq8WHDFJZPtwD5kdZzQWdhMp1kFH1FcHI301NX1rrpu06WNIfUv98MYgP+tdQUTfRER/kYh+lIi+c3D8FxLRnyaiP0dE/wcR/ZrnbM+nFVMQaTGpjUAk0APkIzHIzHgIYvMW/XR1MY22IANg2bdUTCP76TZWaMnp4VY5PZwFaNHRyRDaSnp39iRDaIsy1E4Pd2aEj/cItIhA3VZq46cbrNxHFPhXrir58I3wUTSCNwG+jHCPDPLDIEkv983aDWFo81b76Wav4JSEeIoPcghTicWNSiKbPcuqr1stjQEUiExOD8xyry00yApE2mtZ53Zhd6XTZcSFDRATooYsa5pCbd0QhEFOtbEnW/VnStIj0elqGcKGQTbXIGegNWaQQ8Mgxzs09W0AELUczYwd18VrgCnz/9P3kBdtQCEJZkl6gNy/bOiDnP7NZwmIR2GQA4o13eeGQaaouv5uAP8UgK8D8K1E9HXNab8DwB9j5l8K4NcB+P3P1Z5PM1qmjpmNS3FqBlm2RouLhbCscaJCYpBjoZAHOiqdrvRN24XZaSJblrWRIdyOSmIBRAZZwP8D9VtQIwbZBiCnRYkM/I2LhfYKFoAcEHW6J9+XLGsufWvuOTsuNfpuZIWGCCBPYZBv475lP11zN4SPw76JfCS+Hy21zuRdeoYzDrgTMGKuZW0ttfR70Awyg4kjQCaKuTgXNch2mkgtH+lBZOVigchwnSgFh2ZsnfTFVKcrYESqss1kCMyp4MS1ZK+KQTZLHG2dHsYgUjPI2ulhJkPQki0zdrztWwPktYWdMMgAMoM88lTPX43Dtox2K7FYulhw+R19jhjkXwbgR5n5x5j5A4A/CuDXNucwgJ+Tnn8ZgJ94xvZ8atEydWUQdcAgq8z6XG3uHhPZjuNWimkkH+R3x1HpdLWOVeIMhi4WgEpku6MuWVwS2YoVWioUkjTII89ZF4VCtG4QSOBfseMJaMnCBlBWaCKx2DHIVv7VVdWykRVaAZEijYkSi+SnC0yT9MwTECu7sF6n++5WKrJJIts9EXshJKeHgQY5Zt+nSm4c7P10lV2kxINmfbiwrJUV2kiDfNQA2YXTwySR7eMpMoSoQS6VtXvNP1AD5BCsCrw0v7cVW8cisWDl9DC2QnPBIHdAawyQxSv4SDrdXEyD4Jcdz337WL9OcajrVjHI6d/iRhsGmdleg7xJQPwojj+fQ4D8lQD+qnr94+k9Hb8TwLcR0Y8D+D4Av2X0RUT0m4noB4noB3/yJ3/yOdr6qJgBZG9WaMNqcwBuWYOc7MIUg3zQAQJlFlLYcTOJBaBkCB/qrXrx022KaUjfbgMZgt7KZmYfQEseR31Tdm7RCi2B/4G5f3tfmjHIGvzvimloiUUqo/1uACJHSXo2YEQmtbNajEroimy5mEbyCj7FK3hWbU6Bf3MGeSiNKbaRRctKuTDDyi5MO3SY9o1Tkt60KEMEW2IXlqvNAcMkPR8Msv69rfXVAQxC7BtrBnmirwYiaDF36JiASA3+Y7W5W11MAzTU4Lpkxyd9k0Vbtm9L486MHUc69+SoQXahr75YavpzI7G4GN8K4D9l5q8C8GsA/GdE/dVk5j/IzN/IzN/4xS9+8cUb2cbIcgqAnTXTxubto/KcPZlxnGeSWNzxjg7Q+xpEtd6egBE7ric1YOj0UBjkBKBSOWZGiHZht3bQqfWQDLZn64DO5k00yHSQYk+RimmMfVk1y2ou+wEibZplCOU63G4lke3QEouTcQ8f8QDeJunZMSMD8D9wejiZSzGNxGitEtlaBtlcgzxgkGXLNwTkbdGThB1P9+QoAZEeSt+sWFbNRA5Y1kNUCsx5wg4oxTRiItuaQWYYuVhIX8R3dmGFdqbSw/F5cXrYsax2Dh3CRM626gv4P5mz04MG/yOWVcCmWKGZjiUTdrwkIHKyQmsZZAyvWzx2M160XWOQ72e0sPs8+iD/NQC/QL3+qvSejt8I4I8BADP/WQBfAPDlz9imTyVGyVAAjFjW96gr6SVAcntXimnci073zozjLCzru5Gf7vFQgUh578XjaAaQ814lDR0HEoOsCk6csQjKqmqZdnkAYF+4AOjAf2HHVTlmSfbiE+/Q68+0Nl4WbzaLNg1GBETWDLLIEOimwH+QghPowX/DIAcOtrpBzSBr8J/6LsknIrHgIFr+/p4EnCWynR8nLhbxMTDjROwbA9kreFTgJX6u/OYCHFw37ktNZwZL9S1qx+PxnZ+urdOD2tUYMMjSt8DICVEnM3ijZe36ZuKGsJZY6OsWXx+9xGIljUn/s2VZd+x4k6SXrhtNZD9AXAAwjH2Qga005mPgih3/PAHkHwDwNUT01UT0HjEJ73ubc/4KgF8FAET0SxABsr2GYhPuJBbhXjs9AAAdeKd9kFNRhhMMStvZApDbzHMNIjP4t2a0gE6n+3AcquBEuiaND3LHIDdb2YAVQFZZ9QBam7cHZfNWmBxk/+oRE6n145n5t8zOriQW2ukhejwDSFubVGQI4Y4H7idsAfoC/ANbMZGqbwMNstxuMmHTkfSeYoU2KVmsGWQz+Yh2Q1Bl3fNh5YZQEtmA+6nK+k7AiL0GWbtYLEBkQE6I0lZotGGQZTvb9rqFiYtFOszFfUTLEG6DfIb4ftm1caPTnfTtnoFWskJTTg9D7bh2H7GSIWQGeQyQiy6ehxKLG7DUIEsCos/rNgH/nxeJBTPfAXw7gO8H8BcQ3Sp+mIh+NxF9czrtXwfwm4jofwfwPQB+A8vSz3GMKpYBViBSnB5UyeJUba7WIMckvTMwjnDmksXvNk4PAkhcbEF1BSeKTjcD5HDiPKNO9wEYWqHJKtWU+e/6Vtu8jVwsIogsiWwtiKwYn+wDaqllPYcSiwclsUAqFnJPSXqBQ9qqnzPIRV9oyPpIwQn9HhSjJRpkOnCqanM39Ds2QK2NNwcjYoVGR5VZnyUWrJK9GFmGcBuMJUCzI2Wl96xcLM4OWAjQChx1upLslUHkRQbZ1uN57GJRMciir0bjYjFZtMXPOdiqnzCRlIFWncgWMsuKrcTC3gd5zY4Xna6Mgfd8fMYg3+gGRmTSba+bAN7GoSO7WJQKiIA/BvlZKU9m/j7E5Dv93nep5z8C4Fc+ZxueIzoGWcqRmjCRagC5PUDbhckKNBfToBtOBNApLhYfh/qzars3GLLjbSJbI7GQrfrKCi2EnMj2MGGQBfSbuo9onS5QXTeg6Kt1tblcjjmB/1HfgKKH1O+9aFTVr3qJhYB/ACmRLXmXhjhh0aiSXsNmATDa8tXs+FG/hzKpxQzyBCIpWdTyiQe6jV0sjjqRzea6CUAOy2SvuFUfbd4CUrlYYOisAhQ2K37WWl8dlhILDf7PC4lslYuFtZZVSvt2IDI+niHKR4ji769mkAdJep4Y5CmIjI/3s7ZCu1ooxPa6rRMQKS/aoua/MMhFGjPTIBPIycKmJ0iAGvwDn0+JxWc2BCyKhtWUiexkCGXwJ6JcTENkCIEZFM7sFfxuoBvUmkFbDXLr9FBLLGoGubgh8ClOD73es93ulfdePIYa5L5v8VTl9BDEoWPct3jemftoWv1KyxAqiUUpFBJZ1ltmx5lDTIiaOHRIwhBgBf61i8VIYtHKEA4wFaeHY+A+AtQMslklvUrL2m/Va6DFSJMwOJfWjhKLsWOALoJiXklv4GLRgX+61SzrBGi11eZMwYj83ibb2XrRxmBwWPsgvwYGOQOt0DDIWmIxWEjLeVJMw6MGWS/axjZvWEosfIB/uW4tg9zaKn7OJBaf5ciTtVhOmSZEtVrWjx1bF1SyV2AGkovFyXe8Q8+yPtCDE/nISIbQMsixb5k5SAN/rlrW9s2NQ0cLkM8hOw4oKzQgW6E9MA+vG5AYZAGRpos27WJR2kFEYK41kXdO4CSEoaWWDKD3cC/g35pBzgC5XAdxDDjVpHYiyXrPc5p53hYKMWciQ79VL5MaMyNQ6VtQCVGzksV3vqfrbeWG0Fy3BfgPjOSGUBjk20JfDZTfnAuP5wX4l0XbGYpOdwa0qh0p8636tZb1DOKG0FuhjX5vQhy4YP4zg1yPZ4Udb2UIqW90TMdAAcjeFzb34Fti8QaQnxBtMQ0fDLLSIN9qa6Z74FSOOQ14ysUiVpvr2bquCIoHdvz8ONQg0zCR7Z6SGObyEVsGuVnYnP3CRhLZssdzYsez52xn5zQAkSaOAWpwHEkslCYSikFG0nyOyvrqydrHwkbpqzWDnNk6JPAvyV7IBV5m5ZgFiJxszCDzGRs8SWTL4F/swtI9doC6iTB+J2WXggAAIABJREFU7sj9ktcvHm2Bl2ZHrAL/kAVLYZBpAv59OD1o8D9P0hObN6k2V+mrR9ctVxc87YHWhGWVf+6Pk2Iax+AzQH3dAgeb67bRIJdFWwv+05w8kVcABSCbLWxaAmgh+5FcDeANIH8mos2od2WFJkl6KTKI1OWY73ecJ4MRWdaRG4JLBnngYnE/k9ODSmTjM5SCE4NkL631BIwm7DZJryujXRLZhAW/K6eHdwMZghsQ2U7YQDVAZqeHNDhSpUGOEos2SY+IsruK6KvNizIMyqgeauAPJG4I8VoGDsMCL/FzR6WvNp3UJlpW7fQQABxI1eb0Vv1Ep6ulMeYTNocBW1dbobUSix2DLJ7qtsmVY+04qa36UgSllo/QRBoTP2fIsurFNjBdtN3P4mIBaA0yDfumJRZmfRPyYpDIDChAPJFYHAtQLzIa84XNJEmPOgY59fVNYvH6Q5LxdFUvwFhiob2Cq4ITR+cVfJdiGhyG+jNt82abgDiyQlNg5MCQQeYzsXBg/wxySNZMHLqFjQDk202XYw7TUtNt+VTASIZQuVj0AFkXLgAIUtaXkZL00OurgQK0bNlx7WLRM8iH1iDnsr4olQMnEgthkOW6mYwleVIToDXe8g0sfUt+uigSixmINGeQ899MliIdiIyPMZGNUyWyNklvziDfM2ixBP9SKGS8sGHxQRYNsqo2twP/9kBrslWfXt5DbRcmLhaHPkl/bV40eJAhrBPZWhlC1iAvGOTode0guTKD/wYgp8fTuYvFG0B+QggT6zNJrwbIByk/3SyxOLOl1ohBfne86/TVNn1T29lAN7FFp4eQvIJT38DRySKcQw2ysOOstxit2XG5dreWHU8T2ENhx0OIC5wRE+mGQa7Yun7wr5JP0tbhmTTJYZPIxqoIgK0MQQPkXj7COdnrwAkubjCDMtpAAf+mv7eKiey36quSxcSdV3CUWIzZOvN7MveNh+x4uW7awm6fpCfASuYCczAyLBQSH0uBl4EMYeNioV+/aLQSi6mfLienh5ZlnSQgah9kMxApF2YiQ0iPZycf2Ussbsctuxn5KPAy3rGJ4L/IQN4Y5M9AuCoUsgHIDylJTxfTOFMxjcwgD/SeWT4SDAfHtm+Nx+ftiMCKbrUVGovTw8C7dAQizbd8B2V9j5QkBADHoRhk8UG+yCDbyhDWIPJUJVQjoxUn8RnLGoG0Ysctq5YJGNHvoeCMsi0aq82dp/IKXrhYmP7eWjeEjq1TW/VIMoS0sAGQmP8xyxoQfDDIM/mISq4MKDrd4vQwrhIoQMsFgyy/t2kiW5RYDGUIC6cHAf8+GORJIlvDIFe7TIuFjRAlpiBysMsGqOvGYwZ55SdOoNI30+qO96EGvNJXQyVNvjHIrz9aDbKPanNzK7RSkS2ByJAAMgKOgRuCG5u3VqfbsFoPB+EMAaRE/tHFQlnYLezCXCQN8YlZWd/sDnCTQb/07WGQNOQP/GuJhZbGFC1rzqrnRO6lAX3mhiBbooCDvuWFTb1jA2gNcqo2l6UT/cImfq6Wj9hrWRca5Az+UwVEzbKOJkM1WQNWfRO9565vGCayTRnkwxGDfLHU9NViGi1j6QMgt20QuzCuEtnChh0v+l5D7bgA1yuJbBgw/wuArF1xzOUjC4Cc5SOHT4mFAep5/aGreulHE51uO4CEE31FNvFBTu2+J4lBEA3yXKfrA/xL3+qJ7XZQTNJTDHJIDHIIyVJrwiDfw93WT7et7AV0QCv7IFeV9FIi28Ceb1htzpodH7CsN61lRdnOhlT6wpiJjNZbwTbZqyoUkjrSuI8AYmEnVctQLPswSRo6DoTgBPxnENn+dhTQUsle2gptlqRnvrDZgv/4WNjxAyeHum+LrXoZJ01dLAaVHYGCD3Xf4us1QBZWT4ggHwB5LB/pQWTRjo9kPwByMQ15/uKRJRazJL342CWyXQTIbhjkwd+XNuXrhjeJxWcmWm2WaTnmCxKLk+P9moFWuEcQmbLqOz9d5RXsQ1+dVpXNxPZwK4VCcrKMYpBHE/awmIZ1IttAhnAclBlkOqiwrEHKh/aJbP4kFopBbvoGJEY8Oz0UK7SDUC3yJNpENnMGeWDzprdFT0ZOQJSBf1VwQl83mx0bzUTOQeQZGAGUwX+WWKyS9JQO254d5zmDHKIVWgH/aTEGTJMrAWsioQHIk759zNXmGqCF8RjYVW6zBMibYhrxnuxlCHTbewUDVgubazrdILtRAiIln2HjYpHJBIOu7SQW1cJG6cS9MchvAPkJke3S0o8ru1h4qDZ3jiqyhQpEhvuZt7NH5v5t0QLAyqGjlVi0GuRDuVgUBrnodNFNanKNzJOGhjIEzbKqcswJjAiDHEJIBvgNg+xRYjGwedMDP4DsFZwXBBjrdNtkLzf66kGp6VOxPrJtD6Rqc8MJI/bNVMvalixu3RAqDTKnRZuSIcSTuq9tdaEr5uvZomOQa9Sgi2mcDCWxKAubVbU5W51uC5DHOt3CstY7oAfNkysBaztMtWgDena8+709QqebchoAawZ5X0wDKH3J0pgrABmc2dkXDT13LxZf2S8ePgHym8TiCXFrBhgfLKsqFKKkHiJD0CDyfp440uA/S2TTZW8Ba/Cvy2jXGuR7iFm6uUhG0umGcOLh1hfT0IyPi+1sXUyjSvYqSXoxzyRVm1MSC7cMcmXzNpBYNAxyZCIpD45xV2Oe7BWLk1pft7N/DwpoBWTHgBOMMy/GMJQhtAyyPcu690GOILJ2sbgEIi0m7E3f6kp6A6/gxT0JGDPILdBaes6yYuv0PTyXWMgcYAsi14VCWq/gkK/HQoYAJzrdSZJedU+Cq+p/8fj8esQy8JFBtmXHxxrko7lubz7In6FoV9a+CoWc3YQdWGze0uBxnglECoPcyxB8yEcGSXoNW5d1uqkPAcnF4jyH8pGs01WFC0ylMTxmkLMmcuD0UCQWcwbZx8A/llhoLWtyQk5FGcpW/cwxwJ5BVn0baD7lkoRGg5x9kBdZ9ZWLhaWtorDj1P524uOZfZBTgZcqkW0PIs3ByMjmra2kl6vIyfiHJctqqkHOFdnWMoRcsliAr4wRwJL5d7Fjk/vW6qtnDPJ+t+Kgo4B/i+v22CQ92bnOO1fzNufKnApYv2jskvQwvm7eGOQ3gPyEELlBm8jmolDIxMWikiEkgMwTH+QRg+zC47mTWBTgka3QtAZ5ALQ0+2+qQaY1g5yt0JTFTzxLEi/Q6XTbql76vReNSmLRM8ikwD9TklgQVWzdECAfNUC2LRQy1iDr6lfFT1eDDAwnDPnNmS5IddLQIElPu1hoK7Qg99okATEne1nutF1lx1UxDUABrdk9Kew4W7pYrDXIxVYxIFAPtA6aaJCbJD1bJlIA8lo+0ummV8U0zCUWjXxkoa+urNAuzFtVkp65vnpwb1VEAvCzv+Tn4pu/6VvwFV/xFS/WxCvxJrF4QrQMsg+JxbrU9JESvYDCskqGaytDGGmQXVjYcV0ZT9hxoDDI2gf5gb7Qgf/MisCLBjksq83lJIZUtSzrdgcJiNnCToF/G/3ZiB3vZQh6UjuhFjvAMEmvZZDNy2iP+qYTa1AkFiXZa176tpJYmIBIrUEe+CDrRDYI+C99i4s27wzyuFCI3vIVmzegKaax0ulaMpHawk6/bg7fG6CVE9kmuxq62hzgBESuNMgEaCtTIOapzELPc6bXbVcopGFZZcdmJGcqX02ZKLH5vam+DRnkdDgB5C9+2Vfi9/y2/xB/3z/kCyC/MchPiHbryTaRbQCQb0WD/JAAMh0a2HOspBdCKsrQyxBkq8M0AbHVaDXbNTEBSgCyJN/FCfsMZ6xaNimmEYKXrfoxQC5bvukQHWCULagIIsd9q+QjlkBrZvOmNcjQLGspWew2SW+UgDjSIKtKegEAQ0AGhmAkM8imWtZGGjOppCfSmONISXqKiZwlIAIKIDvUIJdyzNExoPWcvdE8uRKAbyayWZAW+cg1iYULudZEPtLKEPJa4QKIlAW3PH/x0L83/TpFVSiEUBQZ2jVmEnoX2Oae1El6g8N5YQNIqo3MWZ7ijUF+QhBRTKrxmKR33quJTUpNk3axAMAhIPA53DocaZBtAbIwyI0P8sAr+A4B/2IX1uurAQeFQjYAuUpiSBrkWElPEjR6+YheuLmYsJmHIFKDkVxtjppkrwkTWVXSs5TGVNettLWfsCWRrYD/GRi5h7uPXY2JFVqbNCT2bSLnWfkgA9YuFoplXQDkM9so1gA5Yv+9BtlkLNloWaXZH7MGWZjI4oO8kljYJunprXpMr1thxxvd9IZltfWvfprEoirtPvtqLR+x7tsiSS8ELgA5+APIbwzyE0MX05BHk0IhRzOAtD7It1hq+jhKhrlUZMsMcmvnRGVlbVtqunEMGJSaLuWYZWBEcQwYAK2cyAYvDPLEK7gaHCmDkZXTg/bnti2C0mxnAxhboUHJRxSWBqYg0rwiW1dJr96eLgmIuuAEb50ebsctegV7qKQn2vGJFRonj2eiIwHKNTvuj0Fe+CBzdB9pJRauk/RaIqEBTuX3VhbXgNqNmoDIdqfUXsuK+XULwqrKa8mdWUssTFnWzcJGDt9z3xqJxUaD7MJ9ZCDVAkqbgvJpdkggvwHkp8btGDDI1ppIYGDzdvRJeiga5BFbNwL/LiQWzbYvkfbSLUl64SwJUW3fygDqRINcMZFlICt2YcXF4kQB/wcuMsjWE3bePtR9i4/al5VR+kaLrXp7BjntdXICkc3vosgQCkAOQK3TnVhqafBvy46LTnei92RWNm+hYsdH4L91TbC9JycMsuCwJNFqgdZMp9sWjbK1QlvbhWUGuQW+ExDp7rqlVukQJlIs7CRy3xZJeuYuFh34H/ctZAY5vc4FpBbseLJ5k+cvH1oXP9id0DukL9eoR8cbQH5iVDIE00IhCmgB3aR9owhEiIrEQhhkTjZvIybSRanpDvw3DHJKXAOUrk7LEIBeR+mNQZ4VClFAS2/VB4Wlp+y4dSLb0YARYMiOl74RTiWxuMUVQf+1wiDDsG9A7IswyMd4AVZLLBortIlxPsOYHW8XNhdkCJVDx8LCDtC2YtYMchiAkbIgjWtSuUfVgvRCkp75bpR+neLW3pONG8KMZW2T9Gyum6DEsbWZZiJruzCR8yxkCCgyBJvrlh638pGaQOG8WFh9dfGVt03SmzDICvzncIiU3wDyE6OyQvOyLQqkSVsDrbgNetxqDbKY4I+YSJ2kl/tm6svKaf+F0bohyGpa+nyCcZ5qwm41yEqjZjs4jhjk0g5tFxZZVkpqTw1G+usWP2PMsgKxL+KnK69TVCwryVYn1xKLQbNlUVoYS6Phiw4AiWVdMsic2ozaCm3h8Sx8io2f7ppl1Ymj4vQQQf21ZC8fMoR132TB3bGs8c3ua30l6a1LFt8bjecukc2FvnojH8k5fCJDSO/nnc+BG46EJrlMIl+3nkQAFMvaapDB0/uxfBiFQbb0eB4sRoF6N0rGPI9Jem8A+YkxkiGYWzPJYwUikcsxZ10dGJwS2UaFCyqbN0sN8oZlJaI8ttxuAg5rpwe31eY2SXrFLgxNkl6xQmudHrTHsykTCRSAnFmtsb46vr6lRZtKQJxsZ0f9qyEYART4v3cyhMLWFT/doGzephILqiUWpuBffm+dA0x8PLOFXS1D2JVjdpHsNQHIFRihAio4s3BjdrwrumF13YApy6o1yE+RWIQLjOWzRVssata3hkHOCYgXS037TK5sd6PK741ovMtWvplgqq/WC5uhBjlGUC4WHuMNID8xbkcByGXys2B99olske1BMYhPWfWBpZLevFCIDxCpCk5U7PiA8VEa5ChD6ME/AD/JXlObt/ioB35GDSJn2/t6q94UaM0kFo1OV3yQZaA8JhKL7O1pmYAI1H2beM6GqlBILbGYbdVr2Y8d+L8V5n+ayJZkCO129iBxNH6ukVh4WJDOtrMn1eZWCxtAgUgTsm4tsZCX9wb8l4XNuNHurlt8ozqcF21nDSLPCxIL+0S2zXVTizZgxCDPv9qPx/OJUUP1WCLhkEB+A8hPDf3jMt0WHSWyqR/aQanUtJJYSLW5EMKWQXZRkW3BstYSC2q8gnsZgh8GWW1BDW3eiiZSvILlugFpq75hkLV8xA1AHiQOaZZV+sYoWfZRYtH/lm50q0GklXwEVBLZZl7BSoN8qmIaK52uZupsr9uZnB6a+6uRj7QMY5RXDxY2rpK9xoVCOp1u1ns+zgrNhU536mLRapCFIBhfjyLzcnDdct/q0AyyjpzPsPgdVT7IpjrdWaGQIo1hff4FQq7SIJvAPC2xmGuQz0qD7A8hvwHkJ4aWWEQm1lIPCVRewU1CVBAXC80gBzyKQTY3wB9s1cdtacXgE6VENiVDaIugpM/rrXoX29nyOkWVyJa2rrWFXdR7jsG/r636nh2pHAMgCzJVsjiikf4rKQ76Lq7bBS2rVLFi7K3QOhcLKwb5uE3Z8Uo+wpyPFxnWhkF2kci2YZCzL6ssdEJ1vI3WCs28b/p1Cu2DDPQs68zpoV8AOSCAJjs2mWW9KB+J51L2+TeJFvxPrlvLIAd+BRrkbZKe9KXsHDrEx28A+amhQSQz205ogJJY1IO/eAUfysXiDlaMRz+paQbZduAfMMiDqmVFNxhZ1sourNEga1bEfqtewEgaGZrrBigrNFDS6aZTCR2DnAcda4cOIPWN1+A/FBAZgIplHQ3qwiC7SNLLfZuzdVk+EjSDPJ60XVQJBNLCJkxcLOJjBPx6EbeWIfhIZNM7NgMfZJE0NYD4CtACjPt2Uct6P2vAdDVJz8XC5go7TgpEhjMeW4BDvWvjom8XNcjMIfbTswa5YpAnZ1AtsfAYbwD5iaF9kBlss0oD0FmhNYM/UZ+kFxg478L6rBlkU4nFSIM8AJG5WEi3Vd9X9tJWaKZbh4Dazu7ZkaOyeWPQcUOga5ZaboCWdrEYLWxWXsGT7ezAITMjdn2jKdDSzeak0w2AajPmDLJK5rNd2IShfCTjMCmmIZIeVbJ4ZYVm6mIBLJl/ASPiFYwWIF9kkF3IEKZJeg07/liJhQudbn2461u+R8NUqpW/GmSrQd4sbKYaZAGdVwGyJYM8SdIDYhdkFxF4Y5A/U9FJLKz+KXcMcsqOB1C8glsGeaFBNv2R5b5pnW5f1jfLEJLEgrWWdZLIZu4VDNTb2UB33YCyBXUQNSzreGtUdHV+QGR/3XpNZJJY8BpE3o64cDP19wQuAS1O1m4HEXBRg6w9ns2CqCxIJ30DcyWxyDZvk+vmItkLaK7beKteyp+XcsxriUXWibKlFZoCI8CU+b+rHRtAXbeLhUJcsKyzJL2801YWLETjnajy2cNH3wbFlOLLQiRUi7YLNm9uqgQOdtkkjrS7VsIfQn4DyE+MKpGN2XbQj42Ij02J2INKMQ1SGuQgDDJ6oFWVmvZk7q/fQ51YAwhbx6rsaC9D0JWvXEzYQbGslQwhPp4hegVTskI7Vd9WDLLpdQMUGLngg3xE5r8qFDLKfHYD/qVvg616tWiLEguxedskslFkfOwZZA0im8VleozFQdRic7HYBtREb8rWYbmwKWBQ/b6g+jbR6WawGQzByCO36iVym3d9M3XoaMH/BERq7RnKWLJkWamwrCZRJVfOQGR0VgGVM6LEYvqR+NUg4+TK9BjGSXpA7H4IbwzyZzJaBtl02xCok/Q0W3cQTpHvSiEJMO5hzvoIU8dsvOVLCShpGcLRA62TiwY5QCeyUccg60Q2ezDSMsi9FVopxywa5AIiZ9vZVd822slni4XEImtZOf53gHBWyZYYDv6dfMQc/A+YyLx9LdIfQqjuNcwXNgi2kiYAlb56yo7XLhZV+fPRPZmukynLCqwBcl6QYuwVPBvf5XOmci3N1qnX8iozyNKXhkHesOO2vzc1WOjXKg5SdpiQ0y+wrPDCIM9BegTxrcdz1CAvF2PkJblyIbFQ5F089wXa9ch4A8hPjE6D7DZJDx0QjDKElKCGvrKXZg6C/BitFgC5rG/PjhQzf5nUqOpblCH08hHAC4PcyhBGEgtJiBKdbjwe5SNjts4Pg3yqBEQljVEgkoHo0KG9mzEBWm701em6gbsJuNuqbxit0aINiP8mlYuF2YKbtiAygv+Sd7Er69vpdD0yyBkgh6EV2jSRDXXfXMgQur4RiLTHc4x8T25KTWfm31TLOmeEiSi7j+iFzTaRjci2bxLcjyMSBwlJwmoHJyQSYdE3pUG2LYJyTttJqF0sPMYbQH5iHDjyVq+tzVubpFcP/lpicdyKBvl+SsJMv8WmE9lM+wYsWdZbZm/SFtRAYtH51CqbN3MNcpekp66bzHmMih2XUtOzATIzkdYOHVlf3W+NahAZmchoYVeDyLl8xB4gH4CUmm5ZVlWOWaRXkmgJxEmBBkDSFTue+zbezmaIxELkBQIy1kDLtGQxcIkdPwPqSno7DbKnRLZJtTlAwEgDIkXLP5FYALXcztxPV79WcVCx9tSJbDsQWRXTsGZZJ39fXHDSi3j6BXbc3MXiQpKeWNCymg+8xRtAfmIcx5EvqAsGWQaQAUCWwUNAR/QKVnrPCYN88mnr0AEoEDnXshYZQu8VPLNCqwqFWMkQFkl6rV1YBL4q4RI0HHgOHHU5Zkvpj+5b480NqATEQ4ppFJ3uFPx7AchTLWsMKaaRn28SEMUv2bxvEAZ5w45TmXjlXrtNfkda9x+/x8E9ubhuQM1EAtdlCOaOAfp1dQopi8j6us36BsTxRKQxHh064lvUl2NOOt3RYlTCTZLelmWtC7xcAZJVkp657GcG/usCLw7x8RtAfmpo/RKzpc2b+pExI277NgA526BpDfJ8wu4YZMvb5Gj8dAcli1kxIwG6UEjPRI4YZFO2LmgZwjiRTRYpJzTLOh5TRWLhgx3ncQKiECdSshhihSas93hr1BdA5uHgn3W6QE7SA/bseAu0zEL6Vm3Gx5j7sq6Bb+unayexoHQ/9smV1PRNIrPjGxmCj4psY4kFoICWWtjke3LBINtrWS8yyHkMVQzy5Pz81TC2eav6NvvtkErMlnvt3DPIZJ2kp/q2YJBZSyzeAPJnJyQZCvAisZhoWQ/FimgG+RQXi7kGWYpp2EosjqkGWZcZzTZv0NXI0PVNsyf2GuQ9gxztwuLiJjo9XHOx8KNlHVRArDTIEfxXfcO43cL42LtYaJa13aqPj0U7nvoa1D05YcHi5zz0jYcMcnZWabbq2+Ia3Vc2TLN5GW15rqLtW1ch76IVmhn4F+ZfnrdH5bLKC6h70nMiWyuxGI4LSoPcsqwXQaR5kt5Cg1x0ulpiMSYRdLiweQOmALltFTtEyG8A+YlR2bx5kFjoksVHDbRkBSqDfABwntcZZB8Si5EGeSyxEMb8Rj34b/sGxIRLk6iYSFQDXkmISnZhiAyyTmS7slVvyyDPJBbxkVHkI6wkFrNS09kr+MLE/qyx2KrPuSlpYYO8GCjFNFblmF04PWDMIBfwIa+RXq+36rtCIZZJetOiDAIaa7cE3iw0XZSaBgqRIM/bw5qJbO7JrQzBU5LekEEmlXeiGeQ1iJTE2MnXvkC0fRucQaRkP6pvhGWbzZP09L/7rJ09QnYXbwD5iXGjW8UgmzJ1WTc4SvYitf0kALlxDJiwrFK4wJRB7nS65d+5SogCSiKbBpEbh454njGjtWCQg2K0YpKeko+MmCKQEwY5gcjQ962wpWVMDNDgfzyxSbU5YZDNwL/+vU2SvaSYxlDLOgH/gLFjQPzLWw1ykVjUyV47GYIL8L9IZAOUY0DL6F9kkM2CaAr+ATRJerUM4VgQBNor2L7gBCbjQiqCQmoRhwsMMsjW7edSkt5Ag5wcLVZjBBGpHTmfDLKWo3mNN4D8xNDbM7o6kU1j5kDrViVniB6ybIsubd6SG4KpBrmVWAyYyDMUiUXU6SoZQgdginzEfMv3OOYLGy2xSDKXKENQW/ULN4ScOGXJIIcx8198kDmXY9Z9W7HjVTEN04XN2g1BGOTWCm1W3auTIZj1jaYaZL2r0SZEAXMmsiumYbloW7CsxVJrxLJuNMguqjuuEtkUkSD3Wjjj/bpIUrYvOFEWnNKi/pxyT0LdkwSUwWb41QpEWvdtukNBhWN4hL5aS2NMkyvji/EpzdtvLhafodAMsjmIFK/gIdDSVYaKxCLoJL0WICtvT3uJxW0usdCFQlB0uhU73gyQuVCIB8eADkRqljU+ajCiwf9MhuCnItvc5k2z41KOuSumMWHHGZ4cOuY63SAMsgIjwJyJ7GQI5trxUd9qGUKb7DW1efOkQV6xrEQ9yxrW4N9FqenUknWS3qBvF0CkO5u3CYNcJMe1DGHFnrphkBeV9DSDjPx727PjcdHgILkSeGOQP4+hGeTAYbWYe4HGJBA5dAxQPyoBlOA8Yd9AHTtSSSwsExAB9H66I5a1DPydDKHpm97KNi+C0oHIemEDCIOs9dVrN4Qb3SoG2dwKLSQfzJG+OhSdbqVBBo2JIpLzxO3CWF89KhSSmUc0YOQaQHYh+5lqkGOcMwZ5k6RXpnlLBnkOkGNFtiLXAvag3l0RFHnexMjpQciP3Va96aKtkiEAw4UzkSqmUeaEuM5eg8gixfjUWnw9LiXp0fT3dlk+YplcCUwBspwhANkhgfwGkJ8aemVtLrFordCq7WxhsFgN5hsGWbtYWPeNjoikhsle0rcyqWkrtNEAmW3eEoNsp2NF2RYdMsiaZQWkCMoVr2CGIxDJobofgZo5kIFfM/9RPjJj+BzpqwcSizznNRrk7M191Q3BoQa5/b21jNZOhmCur94xyKAsPcuT9+66kZPrpjXIExCZfcfVDuHMTz1/TiV7uUjSm8hHik43RpZYeNYgX0jSO6gHjnylb5a7vrEB4+fVKZ3G4hkb9LR4A8hPDAEigAw01iByokHOfrrIjGMEJglALVhWYZDtrIugmMhR3+IVzXgDAAAgAElEQVTjtJjGQIaggcjJp4OFTSgDwwD8M5cFWExAFOA717JqBtkWRDJGlZQq+UgCkaFihjEcVA8clcTCnB1faJDFni9P2CKx2EwWbqrNLTTIUiikLLjX95orffW5SNKjtBanwiBnImGzsHHB/G98kFvHhhDOqVRLoiqm4QJEjiUWbYEXzoTKawD/c4lFXoRSPS9fAf8Sbhlk6X567RAfvwHkp4abQiGAYiJrrTFQgxF5cYLA2SAdyyQ9c4lFx7IqP93MRJZEi9Bs1beslli6hRB1umYWb4ACkWPtOCBaVigQqRiuVSJbLrphxSBTAZHHhEFWFnaMVmIxZsG0xMIcRLKGwOlQetTXLb6+ZoVmr4ufM8htMY3HlmM2Z/6FHQeGk3aUWNRJW1v5iBsGeZ2kFzWptXwkFpwY/9YkqnLMThlksTKtk/QERK6+2okV2lJiUX0AgGbHF1+tDpprkCd/fyF9dxNvAPmJcTtUkp6lDzIwSNIrbdFewfHQUVlqjbyCWys0U/Cf+zZP9mIGAknftL0NuoGndbGwZcdpet1qNwROIFIl6TXnl8+lUtMetrP5jJTclEEuTg/ClAPj6xbfp7hoMy8UAgUiJwwy0nWT67hJ0vNjF6Y0yBsQqSdsYH6v6d/c6rxnDwH/8UV/GDR1sZhqx0WuYO3QAcKyHDN6u7CQEtl24SLZayFDIELn8cyp2twuSc+0cqXWIE9BZBlPCuPK+75VOR/GSHSTvPvGIH8GQ+uX7FnWeUW2qmQxJTCiBoYD6DTIOtHBvm9H3TfFRmq2LrpY1OB/VARFJwzZa5Dn102i6xtU32aZ+ApEmvVPJ1fONMgsROWRGNfSt1klPTclwjG2edM7NrGMdgO0diAyGMtHtAZ5omUtvuMNQH4NMoQFy6pt3pDv0U3fGgbZ1p5vYWF3UGWHCcS+zRba+XN0OLgnsWSQgf6evJSkB+sdGy1DmO1Q6OdJYhGu6avL54wZ5At9A+ASIb8B5CdGZ/NmDiLP4QBZGCxk9uCsKq3RgAUrDDKD7RPZwBOHjviotw4DFSZyVExDX6fAYcoMvUgskvRaH+TIAGkGmYbjzoGm1LQVQ64XNp1LSnwsVmioEhB3Eotd8YZnj1WSnrA8wvw3WtarLKu9fKSXWAAaRKqk302hEAnzvmmJxQT8zzyej5nNmxuJBQ3HyHwYSoEnuxXig7xosrmfLoCcqB1f9IdJOasocicfnH0tGRdBqa7T5P5KjxXzjz3rXTHITvuWyYLMjPuLN4D8xKhs3i7csM/bmDnLelNgBACO4xZlCJJ8AoBuE4CcNMgukvRWGuTkpxvZU1oW09ATn4vkypkGWXbfOAl4qC8UMtIgaxB50GEssQjF5k1Fp0GmIxKyG/lIrqTngokUgNwuwGRBKhrka1v1bZKe3cKGpkl6AKD9dOU4512NNfjPQNq0bws3BAwKhWRpzJgkaNlxWwu7tRVavG4MzSDvtupBCvybzQP769aWYy6FQl5Bkt7ylP6c15ekt+5nPuwQIb8B5CeG+M0CXhhkTICWMBxley0kLScwdgxw5YOs3RDkdQqt0402z7XTwyhDW1scmbtYdOB/3LeQkkC1fdss+1yS9HyA/7HNm7Q69q1M3itpTHy/ZsfNXSzkuYpshdYwWufGxUKulTnLSoS0WhkSP0QDMLJhx31Z2M1n4UrLqnbRVmDEDfMPWkosBETWiWz7rXptZ+pWO05lhzQv2q4ksnlikDd/vk2K3QJkcwZ5/zdliN/tYljGG0B+Yugfl71XMO2BVs48TyAyM8jUgRENIu3Bf+qbbLENSk2XQiFHxSCP+taCf1v5yOq6xUfxQQZSEZRF3+LnDkfuI2Obt7aSXnGx0Ik2Fxhka4A8klikxwK0aoZx5/SQkyvN2bqZBrmWawGFQd6WYza/bhsmciKxIBr/1gDNNDtikIe5CWVtcCgQmQ9OQiRb8twmdgwyVTk2QJHZra6H2EYCVi4WexmChL4n89meNcgXGGRpY+R6SnK9p3gDyE8MzSCbZsIC1wAyl0mtSmRD/wOqXCxgXWp6LrGonR7i61ABrb5vbZKeuQZZkr3y6/RUgciYpNc7Pax8kF0A5JBcLKY2b0hbvnK/SaLTeEztNMjWWtaBxEJenmpBClzwQfbCsm41yH1lLw5roNXpdM3Bf3rehE7S0xKLA5iXmm76Zgv+Fy4W6rpBjS1XmEj7e3LPIHf2fBcS2SoMZ3JPXgCR1dstQF5882tgkKmcSnCZo/cGkJ8aklEPOJFYgNfFNCqJRQEjMUlvAZCtt+ozGOkHf3matXVonB6a8wGPfWOVPXPoIwA0Vhk4dAwGIVm42QNkKgmILcuakysbnW5Q9+SGHZfXJqG1412SHuWtes3Bvjof5KkGuS/KsGXHW52uKfifkxlSslieA7KdPd7RAPq+2WH/Yzj+58NQ162TIayZSBcWdguBqoCrdlfDPct6JUkvva37Vj5xrW/mGuRp34RBpt0lNos3gPzEaJP0TMGIZrSAMYOstHUnagZ5VkkvIDgpgqJY1srmrWVZ20p6PdDK1YhSRTbzhQ1PHDrUVqFALW6KoMxApC/t+DyRjbn4IANaXoAxCybsuLkPsr4nxyDy3jHIr8jFImuQxwxyELuw9N621HTDjtuDf0zur7TTRjXwJcJUYtFdN9NKeqtS00oa02lZ51970IE7p+qOphZ2a2mMegVAJbJtkvRGz18sdLs3i8t4SssgXwT/XvumGOTYRH8I+Q0gPzFudMvb3fHHaA0ixwCZFBjRfroCtFYMsh+gFSYgMj3JyV5130aDiJ74AgfjSnrtwkav+mVho4ppQCUgNueXr3QisciUQM9EFla19gpmJbEYg7MjXWtrvadcNx6ydbmyFyl2XNrs3cUiyxDmGuRT2SoChR13r0HeSCyEQa77lhhk7+AftEnSo5yrATUG7u6yKpHNkvlf2LxJPBb8UzXeWrOs63i0BrnaabW4bhcYZHkkuT+fvVGPjjeA/MTQhUK0dY5NYxqWdQAiGTJhH2nbvgCtmU5X2DoXAHmkQc5FUMoAojXII6DV2ryZV9Kb9K2Wj8jC5loxjQAPDh001bLq6lBag1ycHuaDuk5ANN+qH0gsAAWQ48kA1KJtU5HNXu+51iCvvIKvuliYxZaJLB7PEvFewxzLyPjayBdePKokvdG4UJxVCgFybaFpviDF/roBLUCupTLjbzUGkQPme3rKCO27ZpD3c4/MA28Si89g3I46Sc/WUqsFWkd1CGhBJC19WatCIW7Y8TmDHJizDvzkMvAfB3UDn5ZY2LtYzJP0BPzrxDxdKIQmA1Bmiqx18ZpB7nS68TEw42TOr6skrgn4z31zY2E3aAcp3/GWZZ38lNxU0ttokA9SjjiowcjOocM7gzwEkSGVLJ602c/CBtskvcDqXCgZwgZoXQGbzxq0vm7Vbr7ck+Dp+erk7nNmMV1c6ucNoPfMID9SYuEUH78B5KeGNhk3ByMLiYUuyqBt3kQTOaoQpa1yzLfq9XY2UGuQ88TbTNiYD+htGW175n9v81a2fJUGeaGJ9OPxPNbpdqWmIWAkyX6AOUBO2nHb66YWpBO2blqRbcoU1SyrfRntOYPcyxASMNvJEIJ130glso3HhjCw51tKLBr9vKl2fCNDYEnUVjae8fT1b8n8ntwxyHncb4AhcF2DbA0iN+MCgAqtjQjl6nPqoM112/dNIvsgO9RYvAHkJ0Zn82a5AM2T2lyDVjPIZXAcaXBbmzdzoAWsE9kYuZJepdOdVJqTxY35wkYG/hHzn2UuysJOsck7gOzHm7sHWplBDqUCIqB1nGN2RF83F8z/gB0HtMSisLA7Fs6NzRsIuZLesG+64ER8b5ek1zp0eGYieyu0c8mydtfNVIaw9kHWcwBwkUEmWhIOLxIXGWRujl9hxyVs3YywXaQAwK1xOVq6WNS0+svHFQY5NUyukz94/MwAmYi+iYj+IhH9KBF95+Scf56IfoSIfpiI/ovnbM+nGbrCEMN4y1cmtYHTQ9n2LKzPCSVDGDFgTaEQryyrtCpKLHrwPwOIOZEN1hrki9rxeDA+1+4jo69ME9oZjBlkLbGYMMiBY8JXBiPaxWJTRtvHPbkCyDUY2SWy+ZFYzJn/dELeqj9wDfi6sXnbMJGysAEK0x9CWGrir+qwnz02GmSifpF21eatfIfP61Zxla20YMWyWssQ4l9uHsdH44tmTPCsQb7wN7W+mmS6cBYPz/XFRHQD8N0AfjWAHwfwA0T0vcz8I+qcrwHwbwP4lcz8U0T085+rPZ92VADZmonUE7a8TtEWConb1KEwkZOt7PiZtFVvra8OMw2yZpCBCCL3msjcH7YcGFGzrEAN/vV1E/DPvGTHgdi3k0/7RRvJom2UpBcfo4RHAy1dKGTCILtIQNQa5PGEXe7BWj5ymUG2WrgRRaClFi46qmIaCmhhfHr6zvhgvlW/YSIB0fxDMchhqomXiLkP1gubdd904mhlYYdjDSLNgRbSD2rtPgKg6ls+0zWIRBknp8fLU62GvML8l88Z3JMX5CP6qB4zPcVz/sv9MgA/ysw/xswfAPxRAL+2Oec3AfhuZv4pAGDmv/6M7flUQxcKEV9Ws8hgpF9l5+1sXShEJ3tdSNJzA0aARoMcH6tqc1iz4/FzlGUI5gzyLElPQGS+bsXfOB5fMFrp+pqC/wWDrMF/JbHYVJsTmzd78K/vyTFbl7fqBYwIPTK7Jup6x9MMJ+zJdZPDRWJRs+Mzy8SWaXaRpDcC/0er+RcQyVstq7nTg9yTs8Mo4L9b2Fzcqrft24Id188bDfLVYhqmEklgOi5U7x40fn/4OesOqdiMZceRFqD+8PGzzjJfCeCvqtc/nt7T8bUAvpaI/gwR/S9E9E2jLyKi30xEP0hEP/iTP/mTz9Tcx4UuFGIPIgkzGUIBWsgDvwhD4vE5g+zCB1kmtYUGOTDStm+SIVzR6Sa7MB9b9SsfZE4lYWt2nG7jvlHzb2AWCczOZQhyf6EALQHIi4QoP9eN5307SBUKSWAkrFlWzSDbTm5qV2MiQwgxs7IA3x073mjMzUIDrRH4h7KwS+8xn1NNfP4cOSjHvJMhyHWTc4FEEDziL5jLENrnzVs0aONiYVPjY+u+rX87QL3zstvVMGfHLzDI0jeCW3xsrUzHA4CvAfCPAfhWAP8xEf3c9iRm/oPM/I3M/I1f/OIXX7iJ45BCIS5ApACtAYjMDBZLOWZKxTQWTg8CWOCg4EQGI9I37YMcHzn17TKDDMqfsQcjSu85ZP5LoZB4DcXpYc5EuuibXrQtJuyg2nmlZLELXTyg+jbQSqOXWITNFrzetXHxe5vavNFcYnEbM8huNMhahjDR6eZKehWDvPlaFCs0s8iJo8AY/NcyO/3+lQSxeK7lrsbgubw1OXfXNxcsq7TvwjUgzSALqpx+LQ2fv1hcGMPy0kDa5xAhP+dI/NcA/AL1+qvSezp+HMD3MvNHZv5LAP4vRMDsPnRyhotCIdVWvU7Si4+RQaa4Va9Z1gETWSXpeejbxOZtyCAr+ciKifQDInkItLSuLgLCJLHI9nwbBtl6VwPAasI+BIywTlBLVeRWEgvA9XUDFIhUTbxajtlP8ZoxgwwI0CrHd3ZhXSKbJVu30elmmze5HuFaOWZ77bj2ABuzrFkaU799HWiZs6yTo4OdN3Vw8a2e+jYjBUocHfhffas1+F8vavTbuRCP9SJzEM85g/4AgK8hoq8movcAfh2A723O+ROI7DGI6MsRJRc/9oxt+tRCQKR4BdszkbNCIcLyILOs0cVCGOS5Bjmz4x70ngN2XP7FIxMp4FAxkRuJBXjO6L1IZPB/dkCr0iAjjR9A8bRY9E0Asn0C4jhJLx6mXHCilVg8bECki+I1mAPk6BVcJE3ABacHtWtjO5QIEzmerI5jVCgkpG3SOfMPeGGQ51rwyLL27Hicv9dAy4d2vLSoDZHG6Hty/NnmkDnQwqMYZOrY8dXXGrOsF6K+rNQcu7awMYkLEgt9XOZub/Fs6ICZ7wC+HcD3A/gLAP4YM/8wEf1uIvrmdNr3A/gbRPQjAP40gH+Tmf/Gc7Xp0wztJWnvOTu3QmvtwohuVZLeaDu7YsetmciFTrdiWdH7IE+ZSKiEN1MwohY2HUCWa1AmtVhFTvyrFwyyB3ZcQfoZg3wfZNXHY2sQaV4oRC9IJ1v13ACtcFGjag7+c98mCxsULSupe3SliSy/05qdfflYM8gg2YmqFzZHfGP+rVSS9FzEFPz3h7cMMtqTLWINtnTza5a1r6Raf6sDBnkjsai8mjtyyHPfrjPIlBnkZ2/Uo+PZbN4AgJm/D8D3Ne99l3rOAH57+u9Vhd7utWfrtHcpGgY5PmbvUqIqSW/pYuEpISq7AEycHpLEIopCEoictZuUfMQLE9k4ALTykc7mbaWvdpGkpxnkwWEULevRgsiLBSfMIjORc/AvLhZtOWYaVK6EOs98N2qrQU7e1SggkjnEcWZhPQgUlxJbS621D3Le1UgR+NzrPUHZych+q759nt4h5OTK7vhVltUaRLbP5S0NBjud7sJ9xJplBVD+8fdtodbFwrUG+UJ/FMwncomPzZP0Xn0EDk4mtbWfri41vWNZ9WRtX0lPsXWpdRI9y7qvpBc/V3TYLhw6Bm4IZWEj5WGbQiEToAVhLz0w/8IgT1wssk63kVis9NWAAxApdMeyUMi41PSs3fo8e2nMgkHO+v2aHV9N2C2DbIchjyLVGh0GMjueF2Nh3Tc511xfvfmzcWcpPm+ZyKv3m2kRlPKiP6zx89GwrC5A8CIyjbo+HJ+/IheLzYINKM3PLjGfMw3yZzoqBtkaaGW2bm2FJpOaOFrEU/t2SxnfLLGwLjghYCS/jlGs0FJ2dmbr0mS1YLSyG4L5wmaWpBcfi4y3Zk+PieesZpDNQeTCK/ggZYV2tSKbApE+fm8zGYK+XRXLKp8dhE6MNb8nF9IYSgsbYMCOb8CIOYjUEosJg9z6V18qxwza3rvPHxuWdYJXqH2j+1ZroBX/cnk6XrSVM1t2/GLfzK/bBca1PcXzwmbD+ren6jHTU7wB5CeGnhzsQWTjYtGuolEzyNrmbcREtkl69hKLgJHEQrOsIWXVX6k2p10sTGNRka1UCWScykkkXCim4UP2swGRBJyNf670bSaNceUVvASRo6plGz9duZdh/HvDHvznxXZ6b1dtrkvS8yCxmMoQ6veyV/CiyS626mcIOB/uiYV45pqJrL7Dg8Ri1Df1/OhkCKuv9QD+pQFrUgCo57Nd3+wdjC4Afv3oFCFf+lekGN9GRN+VXv9CIvplz9s036EZZFfJXsCQQc7TOYlOd+5ioZk6e4lFk6SnJRaHgEiZz1sXi/mEHeDAT1dft2mSXrlu8fUFmzcP4H8DIofFNDZ2YZUG2fT3dqibrj98HFGDDGjwfw1E2vvp0kaDXKzQSl94rUFWC27z2NxjhUgo7x1Yg2BzvWf8y+rpGkSOSIbpt3oA/49gx3v5yEKD7IEd37Gr1an6Plt/1hz8X8EMqY1ElGcLb3EV+fx+AL8CsZgHAPwtAN/9LC16JaFZEfPSt9V2NsYsa5Bt9yPNf3OWVSfpudCyVvrqhiGA0iA34HBVlMGN+8jELkywfUgJiJqJBC6w4y7A/5qJPEMtBclM5AZomTPImYmcMMjQOt0mke2CfMRF3yb6aqI+ATEX09j1DcYyhErnOAH/eZa+3sauwplFXNjGLs9pfrD9nAcZwpYdVy8qBnnNjrvo2yMkFu2Yf7mMtkVckFjUizZyiZCvulj8I8z89UT05wCAmX8qeRt/bqNiWc01kXsXi8IgY5ukp/WQ5hO2gH/0E1vNjscpO/ZtbxfmQ4aw0iBrBpkz0DpzItu83VkX70H2M03SI9zPGkSGDYiUML9uwndMwL8kIMqZgJIXXHGxsL4n86JtDCLvZ83Cik7XvQaZDpWnMQZaYdoXx2xdGxuWtSJkJ+eX4w76s2XH9ZzQHrx23cxC2jCdq8ojPfG62fRzvaipziS3+PjyDPqRiG5IfSCiLwJwZPz48qEBsfmEvSymIRNv42KRWdZBuwVUs5cy2mPwX7GsgCo1nfo2KX0rWeeuEtkmTg8sRVDyNdkkIHrRIFe7GuMJe1SyeMX6+GKQgZUGWaQxaPs2aXeWWHi5J1f6alW8BtgnsrX2fKZs3aaSHmd9tQa92C7a7GMNSDrd8eyj7bd6AP+PYZArNr872HzOQd9UC4bvtpcq/Za2rTXvzgUGuV0beJBgNXEV+fw+AH8cwM8non8XwP8E4N97tla9ohCdrv2EvS4UAjXwx+lv7mKhJ2sXjBYHRSD3K+PAabVGkqQX2lPrrwQVFwsXMoR5RbbAnFitmkG+LYCWi0IhZaticiGo6HQr9nQOoNxU0tswyIS0SCP9W8IrkVgcZaKa9C3kiayAfwBTaUybpGcWWRqDPcuq318dhAe2DlsAr4/2JYuvtdlF3yb3pMTR+SAvvraj0i1iwyCn43KdKL8//wzgQfaz/5vUvvCHj69JLJj5PyeiHwLwqxC78s8x81941pY5j7ZQiDnLWlmhFeZUBozQ5BSVwgVzDbIrBnkosYiPUihEylVK324TKzStsbYHkTsGuUnSE4nFhB13Uygkj3izZC9VslhLLBYMsptKelnLOu4bSDs9aAYZ24nQPgFxzbISJVtFtZApTg+vYGGz6lt61L+3+P78nsToXJPYMHYTkBkx5EXw76Fvw9/bvO+vJ0lvs8ARcJyIB/f35Ib1j6cI+Kc8d3uLJUAmor9XvfzrAL5HH2Pm/+e5GuY92iQ9HyzroBxzemwlFiVJbzRRlImPwdkX2SQWRVCKD3KzVY+900NIrLSL6xbmDPKZJBZyTXdJeiBZMFjfk4LuJywrxVLT8hzYJ7K5qqS31CBTTkBE7tsGRLpikNc6XW6Z/3DiAM311a4WNisGeTypP4qJtIqdDGFy7tbmzUHXHsUgt6SwZxCZ/vLyKJWziEo7V+NkPF/fv8YAebe7QSgpK85ixyD/EApN8gsB/FR6/nMB/BUAX/2srXMcmlU1n9SEGRkm6QloLJrIKLGQRLa5zVv2QTadsDEH/+mpJLIBRZIAYKnTdaFB3iREEZClMbpc70E0yEaRzxQG2UWBl9Sq7nC6VrFKYHF6AOjSVr2L39vUxaLIEGoGeQ5G3CTpbVlWra+O72UGecMUmf/edn1TZF41v1cHR99qDEZSK1Qj+qPqLf3renV9Gx2trtV1DbKLyPfcbFxQh4kKQNYHR59zAf5LC66868IGsonlDMrMX83MvxjAnwLwzzLzlzPzzwPwzwD4ky/RQK+hGR8XEgvGBCDHR6med0BkCHLqXoNs3rcC7xuArMA/1wlqwLzgRLZ5s2ZZ9cJmwNIT1WW0gQi0DjVQtuGvb3O7sCJ11eAQ04FfM8j2TOSaHZfrlpl/YZMnzXYDIumIOxqxUf1hGoN/AP4XNrnoEIZ9m7neABuQQRfPe87YMMhV39rF9VP7/VLxKHa8eeoe/OcWTN5uCKFqHWTd5k1scINmx0GlFLqnuIp8fjkzf5+8YOb/FsA/+jxNeh3R+SCbl74NWJWaRmZ9ao3qECC7A/8isagHBK1BDqk/EbesJRZA1B/ba5DnNm+AbNXLubGdZ0gODqtCIfCSpLe2C2tdLEJYg3+9VW9bKUrY8RmDXPx0Ww3ytG9uQCSVcWTKjqM6ftXF4uRzRwY+bzwGaGnw1H22/ZwnoIXxwqZ6TqtTm6/ywETu2PHx8bhjs/hWT33bMciZOVYM8qLN1fhodkvu+pZ6QS6WYcO46oP8E0T0OwD8kfT6XwLwE8/TpNcRriQWGSALk1PYSGmVLjihE9lGukHdF/PStxfKMWuWVTPIM4DshmWt+jZi8usiKIAqWXyhUIjtqKNB5DhaN4RccMI9E3mBQT7rNMkdiJQwZ8eF+U9P+8O6CEq5HrcVO66AtP3CRp6Or1t53gDky3/BAYgcgf8ZzdofnP8Fq/uyumfW4L/dBZjJ7OLnHABkretZnif/KWh8ddFm2TetxZqdJv/nkEK+Olp9K4AvIlq9/XEAPx+lqt7nMvRkbT6paS1rfh0jF9NQbgiJawUA3C5okM0LTkz0nrocc/QKPioGeecVDMBep3vB5o2h5QUJIC9uN18M8hxEtg4dj/FBto0Ng5yumzwHlIvFYmETzzOeJLT2Zcog1218FPi3vieXhxdM8AqMeGAid31T7aqs0PL/7T/nom+7hY36fdGmczXz/DNo388oNiwrlbPE7QHAcpzMxwfPXzbWfavXq6/QxUIiuVV8xzO35VWF1gzaSyxaF4uxBjmmQNXV5lYaZCk1bQ7+J1pWaZauWhby9Vhn1cvCxnbLVyfpTcr65r36dE1C2qqf3G9ZYmHN1lXa8QnL2rDj0Q0G88lCMZH292RG9/1hjGzeeA3+UcC/m0S2qQa5WdikJL2dNMbc7WfHsk6fXwcjdnEdRLafunpNzIEWMPm90ejMR7GsZrFd2KjTWjx/cdFmFhf7lp84RMiXADIR/WkMms/M/8Sn3qJXEpUG2Yu/58AKrQBkAGmC2iXpVT7IME7Sy33rJRZZXs1ZUQ1k72Yags54FvlxsZj0DRgDrSBWWQuW1UWhEH1PzjTIA5ZVPjr8RqVBNmcil9XmFMuawaH4IM++0gv4x8bFYubQgeU9WT5vfN1Gz4eHH1GRrUMuBrHTVzdsXX3m6wZabfOFJLj0WfUZ21gvLuPzSx9ZfsfLBjWPzVEqR6uNK0dxVYP8b6jnXwDwLQDun35zXk/kQZ8d6AaF0RqUmi6arMIgi6NFPHW+InfjYpHAfftDk76dmfAq+urdVr0LGQKwcXpIek/SUpnk9LDTIFsvx/OIN+kbCviXkOu2YscBB1v1EUUuwX/25k7vhZCqBM4mC7VrY963QbJvPkp9tjnzGoy4SV43i7gAACAASURBVGLbgUj93mMqsnmQWDyGZW3be3Wr3ivQkscRyzrZRYznO+rbRYlMLq5B6za7kFjQtb6V8IeQr0osfqh5688Q0f/2DO15dRHSpr4Lne7WK7hEdnrYaJDN2fFKYtEwyOnxVElDUmp6mciGkshmD/7XMoSZxGIFRkRiYb+dLbr4Ud+oKzixKxTiZqteg/8pgyz5KarN6nX/ofgQOOCBrvIWzxCaypnsaoj7iDT6aiU9+1gzvbUktRlrvDORj2KQm+evZat+Oi6kx/Sf3MOxa68ERF4B/2gdfrxfN5lb1+NC3hH1h48vSyx0Rb0DwDcA+LJnadErCe3Jag5GZMs3A2RVajqDXcGYR74PZyBSAxF7BpnKdnanQVZAHkApOMGROJhcklwoxM11GztOiAyh6ltiGFft9qGLp3WSHgZewbtqc4pBtg0B/+u+xecF/B/Atm/MfD11+lmCsJRYkOpbOrwto+2CYcXjQGTnkuWdZVXxCPnI7Pzx1xqzrBeBVvp1pvedA+TMIE+OjsD//PTJd1hft8lR3Te1LvcUV6kKXVHvDuAvAfiNz9Wo1xBZpwu23xZduFhIq0RWQSAESIU8jAGyAiI+gNbaB/lUJYtjm6PkZbVVL8y/aewS2aDJvHRNwkWJhTn43yfpZWlMZiLlnly324ekCZhSHpSqzVH9+7ulY8OPyG/OfCxRAHmyVS/5idK7fK/NJnmXDPK4b9NPXWRZffS1b4O2P+s0yIsmuwCRj2GQM9p63HXzGhX4VzzKtm8u7sMUm+u2OMU8rgLkX8LMf1e/QUSfPEN7Xk1oxsfNVv2FUtPZTiXrdAdfp950AUYmbF1J2ipbvqJBPkBTEKkT2eyv27raXFtJL2zYugNe9NW0ZpCp+OlKM7MGeQZU1I6Bm0XboG8HDZL0LiayhRBAD9bXbc4ggzSDrPq28pudgLMXj42fbnXqI5L06s8Zg8hrJz/iTEcAeTouNK8zqBwcnP4Jn32r3qbmqfdF21Y+QtVp5haXg7g6y/zPg/f+7KfZkNcWrU7XjdMDgDpJLz6ytnnLoKueCMpnilTh5NNWX50n7AWIzBXZ4kIha5AXek8X+mp93YZtJWVhp9g60JRldVMoJO+Zzdnxvm97fTXwGirpDSzsMmBef7N3BhnQPdf35BxkuABZwJayqg63bXbP1u361qKr8nQJDj10TRqxub8Kk3wRFLvo3Lpv+qx4nVJfN/dk/Vnjfm77VvrlLZYMMhF9BYCvBPAlRPRLUXrxcwB86TO3zXXoLVH7anPC1vXZ54V5bCvprYsyAMUH2Z6tWyR7QVuhIclHOEks5gOqC5Z1k6QnTKROSgvpGq/a7aJvAiIX7PgZOMkQpG8b+YgAMuu+7fTVFF0s8rko8pGp7KfaIXCwaJPn/dG+UIgk6W2Y/3iG9T05ej448xHjuYut+p2+Wj3Xa+vVdYtH1LVzyrJWwLg95dWzrOoJlzYrrHzhT1jdn7vf2As142cQO4nFPwngNwD4KgC/V73/twD8O8/UplcRlVew9aSmt+rldYrCIDcSC/A+SY89JOlpicXgMCWWNaKPXElvlRCVbd7MWda5fARAYsd7vefWoeNVJOlpiUXNRM41awVE2sdeO66Pbvum2Vjzxfa6UIikAzyq2ly6L813NUbP81s0P3VJslL1aBPrvlWguPWlvsiO2yeybf4+AaSE/6Q+Oj7dAfjfseOqL/3P7dp1M4udfESfRgW+eIolQGbmPwTgDxHRtzDzf/lCbXoVodksYGyX9nKNoanEorBzkV1F2oKPLOv4R6YTEM2BVma0xkxkYVlbbfEGRLrQIMvqZcaO9yWLtxpk+Tewlo9QojxWSXqsob/e1Zh8ZcU0W4PIOfjXRVDKwuaafMQe/CuAPLknq3NTrBakQLwvzQu8bBjk6p2KXbwGoMzvyeVh1Z+u1PQ1ltUstgwylaOkFyy7r3XQtxzrcSEn6em+XvwtmYPl2Xg+WZB6ip3E4tuY+Y8A+EVE9Nvb48z8ewcf+1xEy7LaJ5+wtjwohwSDKU2kMMizwTFrPVPhEfOBfymxoGrLNzLD6XosmEixsDNn/oEojZmwPr2WVWQIi7550CAL0FrJENIipWWQZzIEqHvZ/rrNwT+oT668zI570CCPnm8Or35vQDPRW8Uj+tYvnPcg0hyISAzHdP28oyIvfq1PlvVoL6sCka/HB/nauRX4v7qwMbst1wub1xA7icXfkx5/1nM35LVFzjpH8AG0culbTABy2b4VpweaSSwaNsu8CMpChhDBiMhHijf1anCMoDrk53ahLs6QZaVclKEqkoE5iPSjryalrx4cRpGPaJu3K17B5iByB/7R9y1wSDP27BsVkDalUzYsK41fUP6/xdey8e9t42Ixa9kWjGTQ8jquW8fcLZrtA0TuCk6kx+Ye2/ogV/8OPsE/6cPK8ufqPdk+f9HY/Nly3fQ86Ct2Eov/KD3+rpdpzuuJyubNeqs+T9g9y3ooYFUYZF4yWnLD3vmevsPaMQDJ6WEisUgg8lDXZCmxIEIIHgqFpMdwDvsGRPCvT95t1QOvJ0mvr6RXtOTjbyxg05yJXDl0kLZ5iw9lYTObCOP75jKEHcs6mXh3bJ0ssu3vSXk6H/cAPE6GkEHOz7R9P4PY/h7mYNC9i0WFEkeHxwsUzSYPP+ehc1v5SDlak8LkHyDnBlzpm4NrMYirlfS+COA3AfhF+jPM/K8+T7P8R2vzZs6MTDSR8jJw/C9uwQNIAIoGW/Utg2wvH0Fy6Bi3tbCs6dQLXsEnTh9MJICZzZsGWloqA6zBvwvrQS2NGcpHlE4336PXKrKZ/9424F/3rZPGTFkwD2xWbMnyqJ6ku7Fjz9aZL2zKi/7w9PkGjLiQWOzA/+pTF4GWNct6hUF+xDV4FSAS6nejpvdHdtUorl03CX/88fVCIf8VgP8RwJ8CcD5fc15PVDZv5oyWsgtrJmxhkANHSy2AshVaLMc890E+L1iKPXtkZLgCkfK8llhMK7KRoxLhQOpb/1M8RKerRsMC/sdf6apQyCZJr9jzaeCLub5aL9ys2br8exv3rUjAG1C/Af/xEw7uyfb56NSGQXbP1j0CRD6m2lw5z8l124B/UGxrsedbfK0HELllkNOj/Kc0yJd1umaxBpH6rG4BcLFv5vZ8u3FEDjtEyFcB8pcy87/1rC15ZaFt3swlFkRTiUWtQUbWII/0yuUzZVLXr21CdWAwiGQQqYDYlcIFfkAkluA/s+MZHIr7yJ5Btu3afFcDSPA5J7I12vENy+rjutUuFfVRaaf+LQUQblumyD70BDy3gOyexzfm3+qBZW1R4irUDk38ve3b7WKcBC6Af+RV3GNApLnN2/Tvp3trdI9dlSGYgcjcgPHh5p7N7bx4T6ZPPbl5zxna09nFWmUQV1Hdf01Ev+ZZW/LK4rUksmlglSfslLAXyzHP70xhkG37lto30ekSVEW2zJaf8fkERIoPMtjanm8nH9HseAFau0Q2F+BfFm1TpwdS+uoYW311etu8kl5OisUWjEjsdjVcTNbxj+sX/eHJuTsZQvmIZd/UPTNsR3nvMXeXCyZye91o+OrqdZt87cvGbFio8HDpT0u4rr7PHvxvziJUHdL/v/8L1n2bjXl1OMzRuzwOfAciSP47RPQ3iehvEdHffM6GeQ+dVKNfGzVmCkZkPtZMZBAAtWAiDzqcaJCFZR1boYEmVmj6s91Hkhc0jD1nN/KRg0iV0VbgHzTVIIOc7GoIyzr1Ckbv0JElFutKevauMWswog9dZlldTNZNPEaGkCfwyVflKd0JyzoCkQ1bN/9se8RZ364s2i5KaVxJLDZAa/Y4/drX0Dd1nOgRffO0aNtKY+S4P4R8SWLBzD/7uRvy2sKVThekbKdqcJGBvGJZs+VbfGPyjcUKzTYUiBz8GxeJRelK2GhZM4i01iBXfRsflr7JuVd0usWlxAOInLhYQCUgZuB7lu3fQRxKimEba3BxVKC4Bsg7+Uj73DZGTOT8+dJz1oXEYgMi9fMnuFi4ACUAduA/Ai0q719Y2NjGNaAla/LyKVrfk/o3Z33tpvPw+PDVe7L6ErNYN2A15lvHVReLrx+8/f8C+MvMyQvscxZ5Ug9JYmG+5Tt2DJBxXut0OSVPHQsm0o1XsPy7ziQWiYkEAQTRhZ9pwp6w4yqRzYd8ZGxhRwDO2ughuyHMrokuo+0H/I8mbMrlmOXfoSzaZt8oQNo6KfYRTORFGYIeP9z0bchEro5fmLBN58Hr1+1RCYgeJvdNG5aAafXZyb+JTawXlwVnldfur9tFTrgA5Wt9qz9r1c/d36X6LH8E8uUkvd8P4OsB/J/p9T8I4M8D+DIi+teY+U8+R+M8hy+JhdJENjel/DjOADAJMOGcgDdflReAbJ6ACCSJxeAwihuCnBt27HjqmysQOQEjksiWQaSMIhfKaJtGXthM+obirFKBf8wXNr5s3vqno7c6PLnYsfERGxCpn1+Vj8BJ/2h33VR/nsIgu7kn92CrBpXXrptXN4RymJKxjF6MvZJ7cseOQ/ql7rXluub1XDd57hAfX6bPfgLAL2Xmb2DmbwDwDwP4MQC/GsDvea7GeY7OK9iUZaW5xEJwitrOjvxxtHkb+SDLeS40yBlELlwssr5aTk0M40bLag8iFUAe9m3kYvFKCoVs+0ZZ9qPB/xVmxD+DrCenoz5zsWgbPX/x2DLI6nnLsi6/t//My8fuuumjVD+/0Gw31+3Kqk1jyIsg0gWgHMR8x+Yx32HVN2oeJ0f1IkAOXGTH7a/bum9e5RXAdYD8tcz8w/KCmX8EwN/PzD/2PM3yH60G2VxigZnEIr7WCVF1Jb1FtTlzrSdwSWLR2oWFfcEJFyByxyCDBi4WGw0yOSkUsukb6GnJlYCDUtMbEHlUh5vjFyYDF/dk93xwZsWy0rW+We+0lYb0hyeX9apG0h6IpJjs2OjnmkG+DLSsmcgp0KJ8WvzvCX3zcu2a0Nr9dgPEh0RkFRnVXznLpY3FVYnFDxPRHwDwR9PrfwHAjxDRJwA+PkvLnEcrsTAHyBMXC3lVkvQOlaQ3n9QOOnwkIFYSi1E7FIjMzHDaqt+w4+YgcsOyEsUy2jqKDGHeNxfgX/70rG+I0phDnyoD5AL8y3m+QSTNn06a7Yap24B/VO1s3vUuQ9gx//q95h58VQmIm10NzT56BYbDmF0Dqh7qPl2Vj1j9O2xkCN1pFef/Svp24bBXrH8VHfwGAD8K4Lel/34svfcRwD/+HA3zHlnb6wFELti6qpJeOjMn6RGWPsg+NMiKQR78Gx8JRFZWaCGAZv67cJTIpn2QJ+1oWdaQfZDn9nwA7AuF5HtyzvyHVl99sVCIi0p6o+fDwzWgnC5sPDB18a9Pnqd3aPxCySPH3+oCkG1mZI2P0UhjroARD783YHxPdq8fDyLtgprHyVHqWdYr96RtbECkfmzlIxfbb9/P9XieeSJ/BPJlm7e/A+A/SP+18bc/1Ra9ksgSi+AkSQ9IMoSW+YiPIrEAyhb8asJ2wyBfAFq9ljVtwV9IZPPRt7lO9wOHSj7CIntx7xWs78n+8EGUB8TS5r31IOClkt7o+eBopUGm7cImn2cVO/BfnXpNXx2Py2TopG/b63a9nT5ApI7HLdrcL2w2LGslqVDPdi1+jYlsr7KM9qZv166WTVy1efsaAP8+gK8D8AV5n5l/8TO1y320SXouWNZBRbYMkFlrkHVC1BpEAk4mtaVOt2FZQ8AN2Ot0Yc0gp789s3kjlZuYV9lhzdbJeV76tpCPAI3N2y5Jr2KHHPStfZ6i8kF+IutjFxsQOen6arEdj3vo9zXWtDt1c74rEDk7vDpwRV/tYldjtnCuX1VyBO8Si03fMnxsdNhXNf+msdGOD091FldR3X8C4A8AuCNKKv4wgD/yXI16DeGqUIj86UEiWwGNulCIStJbMJHSN9PQdmFDlrUpo43rOl1zllViavPWu1gU5n/NIJ982no8F0Q/Xdg0Z5YkvQ07DjhZkMYX/eEZiFyAERdsVvzj4+fy1qSdOxboVYDIRjJyOZHNAzu+Af9d3xQTeWVh42Kc3DGRmTjICHl9TRx0aRdt8zebIOqQB/C/jnLdZG4zbMwkrs4yX8LM/z0AYua/zMy/E8A//XzNegUh5J8HK7TMIM8LhZwBRWKRk7gw/ZG58UGWWHgF5wTEhtW/4tDhYsLeWKFpScHO5i1XmwtOrNCuMMjt8cU9uTvnZWIHRvSZj++bG/nIZFejPG/a7J6J1DEC/80rDepXzdaMpVU8Sj7SgP9Xs7CZLS7Ls06GcLHdXiUW+jRSE7bu5/h8Dwvudd/qBSjg0Qn5qovFT1OkrP5vIvp2AH8NwM96vmb5D2HnsouFaUW2eSJbsXmLWtYjMchgxkE0ZyLdgcixBhnoC4XstuorNtYD6zOVjyhnB1JtZt5rkGFt0aev2/zfWDP/QHK1uMKyergn44v+sG5nU3DidfVtfbjSINP6sz6YyEcsbBImzqm+r7xvddM0+J+cv/z8S8cGaElfqD5/12QfzOo18C/guG7zRfBv1c+dxMLDP/8mrqK67wDwpQB+K4BvAPAvA/j1z9Wo1xDZ5s1Dkt4CjMhL0SBDGOQLyV4+NMgbF4tDV2RL4FB8kFcaZDjSIE9YVhBl8C9HWYDvbMxJ32kuH9n4V1c6XQ0OGcPzu/Mcg5E5y9p8tvpGD4xPbEl5ugH/+tTmo93nMohx8HuLL/rDs/N3bB2c9W1z3eJr9Xihbz5iAyIx+L1d7Js5iNzIR/Lzckuuv9bNeILri25/BPJlF4sfSE//NoB/5fma83qis3nzAiJbDXIG8kgDffJBBie7sHG7/blYzJP0ztBrkI/FpCY+yG5A5IRlJZQKiBWDDEyZf4nAwb3HMyDMv3ofY81y/IyTQX8HtCbg/1DM3dXPvHjsRI7V4ea4e5ZVxUSuVV60T520exoXQUh+fu16uLhuj5AhANfBf/1Z6+u7Xji3Mp/H9M0udveWPFIkrV4bQCai710dZ+Zv/nSb83qitXlzIbEYuFgA8XeUk/SAlKS3ZlkBL/pqQVITEEnoqs0FPtMAMpeP+LN566NKQBR2nEMEWlds3jwwkQv5SHl+HWhNP/OisWPrVGiJBY3Pj8fG4Ozl43rf6l2A9TjhAhg/gkEmKtvZWyYyyxUc9HHDssoL6hHz8ut8/N4mbeiGj8eDYnMXi8vg/9o96SK2fXLefuwZ5F8B4K8C+B4A/yv8L6NfLHzZvK3ByEFUJBZJXgBeT2rCsspzs9AuFpO+hYHTQzw48ZzFkf8NXFy3Sd8kAbEtggLcpoNPTtIzZ8c1+F+wdQR0frqLCoij5y8ej3GxqNqM6XXz07cNiKw6d72YRsEBTqaQrU73OhhxAYyvbmNjsBhbXjbqP/PS0VLD7WHFsnbs+IW+tc9fNB7LiuvF2IVFWz7XMqZjXvvEX+wA8lcA+NUAvhXAvwjgvwHwPcz8w8/dMO/R2by5kFhM/HRRqs3FdmsXi3nhAhcMsmYij/52JSgZQgbI4vQw+cbEIPtJZFtct1EZbb5tQWSYsNIvF9K+sWRitnFBPB/Q3bCsG/ZNM6tH29HNJN8+f/lY902/c1SXYzNha9BiFhvw3y1m9MF9u12MkxcWYO2n3JfRzjEbF9rH9T1cDnnq065vlNp7bQz0oUG+2Lf0XHa5PcWSPmPmk5n/O2b+9QB+OWK56f8hOVl8vkPIP1cs6x2jm7FikJG27TcSC+2D7KJvMxcLkgTEknAnVmg0YZABOCk1rQDyhInsyzEzaJFcmHXY5gmIx/h5ebM8q7TFwJVJ3jfQ0i9q0LVyjRk9f/Gg6Yv4zqTr1B1sP+cAaG2AU9u32gpt9bWe+rZnJON/um+vG/xXZzVjyeV2m2PI9ZjXXt3dwubVhdOubJP0iOgTRM/jbwXwiwD8PgB//Hmb5T86mzdTr2AFtAY3GlEpx6xLFq+S9EDONMgzFwsi3M9QyxBEgzz51R10KC9oBwP/wuO5l48IO76+385gXChku1WvnjdWaFN9tZdtwx1Dpd46OlbSO/hX8Qjt+Gpho891AbS654OjgiSR2n6BrXMxlkwXzvqsR+irPdyLG/BfMCbVP83H/Anzfs7n4fxU/cau/t7a5y8aW/C/POwidkl6fxjAPwDg+wD8Lmb+8y/SqlcQ2R3ChcRCgNaYZdVMZOUBjDmjVUksPAz8i2SvTobAyaFjkcjmTjs+mbDPJrU3elhjMeikRQKsk/RUPAJozc5vz3NRvGYSVX+Oo37fyzWZxm5hoybeRYJv/60O+n1x6z2fkkHnenynGn3axA5EZvxcn/cqAPJF8F/OfnzfvCfpxcm6/dSFexIO+ja9J/XCkuDR523HIH8bgP8P0Qf5t6p/dALAzPxznrFtriMzyMGRDGElsZCKbILJsPdBFo2ui74tHDpGNm/tgKLj1YB/SuBfTdCR9eapNEYn6ZnGhkGuHBAaGcKVS+JiQdo+T1Frc5vnk3ZrwO+5b1V/2iS9RbN9LNbWbZh1fQtGXgGDXANiBZg3izYX8pEc19rwKivp7djx9P9PcbEw/+1dZZD94eM1QGZmvzSNcWi9K+CFiRwnRBGSDzLKpMZhLbE46EiOCU76NklAPIiKThflmhCw1CCXctSfamsfFxvwLw4dBxr2FLTVspq7WHR7g81RGr8gzAd084Fe4jEuFp3N2+QrXTA+8a+Pnw/OvHjdZp8xjeE4Sc0pjwMjPvo2++2Ux66Zr2VButPp5r4pUH+F+TeNa7+xLB+5eE+6WNA84t+XCC59kN8A8BPDl8RiX7WsB5FnApHzdkvfbH9ra5YVKC4WmkGOA8i+jLYbne4ERJ5Nkh7wSibszd/WhyvXB9D8urnYEo1/vTxdA63uGlyQj7i5bqN2dMyqfu6cZd3saqwWbVfAiJ++DQ7nxzVj2X/OQd+2W/X6kS7jMj/jCRbjwvgRoPUldICPd9dtu+nhIJ4VHRDRNxHRXySiHyWi71yc9y1ExET0jc/Znk8zuiQ9D4VCJhILUC9DCJKkN93aSX7JcDLwTyUWhDOgKjVdAPK43QcOHwubCm2MbN5KdaFu7t4UCgGsmf+1i0V1T1VyC0yvm0sQuQFaRyNDWPmOj56/fGz61iBkeX0MqUl1qout+v2CVD+/vJ0tE72Hvk13X8ppxTIs9dP7ddsxyOrfXzPIq8/03/H/t/fucdsdZXnodT/v+305J5CjkLMkBAICkY+AQAkCQqBK3BYFCiVohP6sUEEsAloP0P5aFSyo1EpBg1u2nHbdv9TGgt1KUSuHcD4EagqIASxhIwcFCd/3zv5jnWZmzcw963nf513XenNf+eV71rNmZr1zP7PWzDXXuueemexTXCxG2SvvSZq+sqlA+vRo8sUnIW9sBBWRLQCvBPBYAJcDeLKIXJ7IdwoaH+d3bqoum0DsYkFBtAobhew4FwxoO93CsNxmGixbTfcuFjl13FuAGLgXIB/CTqTfTITCtuZLNrmxLbI9NylnfFWvkhHJJ3oIySazbZLOGp/IXZLlnsws+PW+jVll7rKd9cQTG/+cT0CmbDgxG2R0ECXHd18l+S9fdp8xrZ4xVx5nZTCqkvx3j1rlxCb8C5zkP+467mguFlcCuMU59wnn3O0AXg/gmkS+lwD4BQB/v8G67Dm6m45uq+kMiTx6zAXBDxqVNb/YqwkxRuCDrJB/kbGLxc5OY1upA+GY2HgoEK12nd5wHvl6z3of+lDJf1rhECDv9sNIIhUFebwAsUxgMpfcRyjkH2FyMASyK5ETJm0xJy6qrAzkfyLRCqmLbhsFsr+vBMmhT7J+T86KKa4xcV9SLMcglFQSeI/4s2GTo+m5aLap7nBre66HiHw7gPOdc/+ldCEReaaI3CQiN9122217X9M1wOmDnHaxEBk2ChEMUQ5WyNd7MVEsMGzH3KVP2iWQmWhl8pZso9lwYhLRSupaiTJLJJGR6k2/jXY9+YevaKWze1kJBsApz1tjXOVlmWzL3V/dZ0jmFzGxqVQi+9T4OzW0iY1H9hG3Azn575DlGPyYTW6SZuT4ZQDP0/I6517lnDvinDty1llnbb5yFYjDaVF0IJkoFivxtnHsVMmd+oVs84o+7R/fybmPxNtodwoyin66FBObSkXLj1/dl6qoN80CxA2orBSTtubLONk7FYazQ9Y2TveRVGrYVv6r+8VHsYgeR5+cVLmPMLRbBdHy86uRHijU8Raa2iqNb/U6odBYIfEXn/zXuljM9RtMcbHAHc/F4jMAzve+n9ee63AKmk1I3iYin0KzlfUNS1mo17tYMOyk50exSN6MvoLcZu3Jb56M8LmPpEZsQbyFex/jOdMv8Pggl4lWR67GUSzygxqNghws0svb1iRHttXspDerbeWJTWCb/zMgX2//PEVYxeaLkuyTEYVoMSiRivqWe0Mh8YnMZSlIpPL7JolVRbU52q2sRPafvjpeUlkZNEyFREaZq8k/h5igTNr8yRdBU6SwyZ743QAuFZGLReQwgCcBuKFLdM592Tl3pnPuIufcRQDeAeDxzrmbNlinPUPvYrFDoERW+CD3Wxb3yvexdre5/M3bOy4wqKyZ3eZWMoRCCyJ0OGTjIPsKMg0ZSap1mWNB1k/Xn8xwDGpI3pOhPbHKmruiRyJn9bXWiJZ3HG+mUcdGZkSZ/I9uWV/RqiAjFG/a4uNUVkhItNgVZFVdDY+l8regmNj0PhQVSqR/U1ZO2uZF2TZ/8jW2rXRVBtvq0NeUUELe2CjjnDsK4FkA3gLgZgBvdM59REReLCKP39Tf3S/EYd4obsidY2miJcOWxUMotHar6YJaR2Fb72KR2UYbHvlv69kt0ssqDjKQ/3mhkMhubhDlLQ3YuQgK+w5FiQxND9PpX9Ur5KK0AHFZRCtVj/D+6usqcdm4lKcWzQZlYhMlT31VT2FbjVoXlaJ/tutINQAAIABJREFU3lRV3L8Ha0uRQHNDiKaeUzev8cvsOya4WLC2lrbV9K7gnLsRwI3RuZ/J5H34Juuy14jDvFG4WBR2ZDu2g3QotAKJpIj0oLhYNPXs92NussJBHKpiBS+FjKyzkI1HQU60W6aeTcevu1jMC63dvNRK15gubzNxJW63OLlWZWVSIuPj7lQua6Vax2FbmYx0TeZHeiheloq4aEQ5kavSDWF2KOp4/GZNndgQmVZjG03XHoEkJtTywBnFIr0ds2BQWXsS2e6kl42DDJJID93fLrhY7LhwIZtzOyM1ISzjvfZmUUaSvqxDtilK5FCexH1EUetWq8gNQVHB4uN9xxT/6sgHmV5l1dot+haqrDXXX7tme4z0ZLv5TORZzKv6YuqQbYl+ujnbApsGtlVy1xryz426OnRuuuJ9ryX/FG2YRHj3EXpYGEFeF6M4yAxkpKCy5lwsinGQKRRkjyAXlEhfHW/Oo+iD3IGi3ZovxeRRh1fhYsFNIv280WENQWa4J5svxeTVaJVe4bIMSuRUBdkvxa4g1xJewPP57LIvhERWqawSHC2n3XL9wvAZqONgIcEFqC4WUd7KiU1YbO7foOLvz13FDIwgrwmuMG/lKBarlb9Ir0lv4iBL9uERCJdt8XF/bvgMF3H5iVGR2TuMDgoZyaSXJjbzbuqSgbLVtF/nFaSgFJGQfx/Kq/q43Wo2LuB4VQ8kyf9oNpPLmS43r23ZL80Z6T5D0qKREQrlf5CG06mebf4rbY0gD+UJ7kmlDkOzTaGPc6Oy3aLnR53YMCjILgwtGyO4J/epSlNBOJouA5Rh3jJRLJqoDQ7OI5E7FXGQKRbpBX87Qf7bU/F2zA2JXLYPcqhEhmykNLEZyi/DtnhhYY3yvxTbAncLIPu8Nek+ayGApiB7E2z/mBd1E9KBZ0kua/KyHMN8WRQYux3kJ6RNKsHEpocueIhnzhQSORtUBXlot5Ep9G4/HXK2hZ+O0MfCCPKaGPkgM5DInbSLxUqAYzvRdsxup+jHFCjIs5IR/zg/qDm4SNHKd/w8MWfrfVlHCnLF/UZxT0aH/alMuxZti9t3NihEK/BBrvOv9stRT9qiLyGp18nIEiY2Axnx7sYKosXTbonk6FO7h4ckAtsUlXXIFbPI0WwgzM9EIlUFufvutUdl9Wdru1rFvyLvXDCCvCY6YkW1SC+3HbPIsEivU5C7KBaFOMgcBLnsYpHz04VC/pNl9h1+fQvuI4hIfXMifUUa8q+REb+eUc6KdpsVEzr+SX66DETLR/J5C9W64HX2UogWkJlsd58SfU/nH8oRkH+NRPbJgni3OSqimIKissbZ4vbjRp1tiJ4frd1yrlD7it7FopyN+fYzgrwmelcFijBv7R2Wi2IhXhzkNq9rCXLudfZKyKJYjI4b+LvNxS4WpRjPqeN9xwS1rjaKBQ35V9Tx4EysshYmbcMlWWwr+1f739VwYf1rcJLnrcY31f9kf52tIOBh4ruPoKrdZkXtq3qE2UpvEf1y8zZfmfznJqGLuCcnTbbTk9N0OZJxoK1B+mx4zxJ6WBhBXhejnfQYyEguigWQjIO8Kr2CErIFiEDatsxEubhIb/YOo0OZjKziDrEvJXWL9BgGtdFxe8Y7NfbTzQ2ELJ1+ud1Gg5r3nrRqU4ZZn7dyu4VZh/5jpWf3yswElYz46lx31H7WtBvDxEZ7Vd/fij5h1okWR5+pkH9pJqBBjGd2gtwhW89okiZai6WuMLOdNRMboqbwYQR5TVAt0usegGys4GYzDYdhE4IhVnC+0+Fwsah7ilyUXiJaQdSEWZX/7JfmjG/6aivIWrVIj4VoqSprWOca2yje2DRfxsnRl0AnKdzDnU0URAtQyX/z3SNQC3exyCU13aROtDiet9yzMxyJ+O2hXNYnn3MhZveZ5PabNjfngtZunukyysVuXBm95d2BKcgHB1xh3trPzHbMKxEcPbaTUJBRVCKpFiCOjhv4LhYr+K/qpe5VPYttihtCrcoaXJLYNr9pVrETci6yCs2AoNkmYXJARsgVLZX8Sza5ikQyEK3myzg5yhpGftDJ/7yoI5Ge6D+UYn+rEU4xi7kaIllJ/inarYX2diP8R203Gne0pgaVqXwM2QjymqBSkNXtmJvd5tpvAIZFevwhtepcLBoFOU6rIJHMA3ZWSU3nb84O56lVVknfX4sg/6ptfmq4IKpmUOMgIyg+b13OahK5ANt6jpnQ6mrUOooJjtIvDP96pJNe+W9R7A/XJ//zokz+B9sa48KQmHWTttnbTnGZ8yejbDCCvCZ8Jdb/PlNtmo+2LqNUERyLNgrpd9Jj7/jVV/V+Vn8LaWQfzJHSPBem+Fevsx0z8cQmzFpHkGlsm6D8w1O0VgoZGURAkudNVVkj8l9Sx5mIFoC0bf6AHZHKRanj+eTBNj9xY7XaG0xwQ4jzsRKvHhPcR5pj7zmqNG3+36Du79sivQOGlaxwdOcoAHKihSaKhcNQz0ZBzg/YNH664ZA8Sg2iWPjqKZAk1EA0u6YmWul6CrCAnfQUohUoPXH0kbLi0OQjed5S9Ri5WHhpGduaKzGQyFiCi1JHzTqNRM5rmvK8RVUMo1gshPxrKuswC+vP07vGRHXO55LwrUalOj4vdJtSuWrbjRnD81ZP9vcbLKPpIuEvZKN5nZ3yQW63mm6yegRZkPfTpeg8oJP/9pSLkkqDGo0P8pRX9QFvqVvIRmNboq6Bn67XxKXIKjQKsmqbl9wP2516R060prjGeNk1EjnwYwKiNToOz3TREALyX7wqQV+pqKw9IY7aoXpiMydUBTl8HpVfYsjKYFuPnG3ep9Q/bxy2KVtN+/3iflVpIowg7wIiJJEe1I7f22raW1xY2nAicENgISPJx6g55xBOUkqz0uUoyH6yhFlz9fZO0yj/mmtM3FDs5L/ieeuxQqDWlYYCCpV1wj3py+NqjGc/31yYrCD3KXW2MfQlioLcZwkIM/mkrYOmjkcHqm1MNilV6dVx1NnGhbp6movFAYNAFuFisZL0zSdAdpFeOMbzEq3VqOf3v5ITLYX8h9EQIh/kGpWV2DY/ebVV5zvO81ajjmg1x/WL9Powb8TtFvPn2skmFYkcHXdnBrLix3hubkm93hztlnt2wi9B7sW0W1kU6LqO2ueNA0q7+QfRPVnzxoYC2f7c+xRQMmQjyLuAv9scs4tFvzAPKQJVQbRmVZDX2yhE4rIeAqWZouNHFdEKSuWUfxbbVBKZJisCFP100+X3GxrRKpSqIVostiUV5KitKgdsCiVyqoI8kYxQvNVQ7p24x1+EbX2DKHWIBRK/bDI7AYuUcrvFdayOYkHFkNMInzPO+hpB3gUa14U2VjDLoFZQ61LbMVcRLYbOcfylPeOR/2BhIfKdzhJV1pggV8R4nhcTbIs2/8s9S5T3ZOqNjR+VQyJyWOQiZCRSabdAiVTYCIf7iI/8xEZEElyanIxoCnIw8SGpczU00i8VufLl5kW53fxcoRhU7ku4kCP/+1yNNWAEeRfwfZBndUNQXSx8EhllrSFas3L/Vfq4RUeuGnXcywpUzcp5/HRTZCTNIouL9AIiTUK0FCVyJVve+XT+cRmS500b2GIywq6yqgpymFy7I9tQnte2wHfVE7U0lXWI58o74odVk5ht5cuByLaKV/XN5KbueVsSPO+K5nt/MpefyG5V+edtJiPIu0Cw2xzN6+zygij/W7N+KFNvn5vR+CDniVZSHWffSU8h/37NVrHtFfcbDflPpQa3bNQeNeH5iInWyDXGI5H0frqqu5b/JTpkJ/+KOh5lrp/YMCj/ikI/mth4dV76Ntph3nrbKKC6WLSf3X8T+xIOlMWcLpXQBdkI8m7gu1jQKMiJmzHYjrnWxWIpUSzint9LqFFZ5x3TyrblqlnS7Hh8x+snbeuQf+p2y0xJGxWIfVCrt833HVQJMpttBXW8a6YwDnLpqmVyui/QXCzi036V6ZVIhUR6n749i7JN6c+HqsbflwvJfuGBEeRdQESws0MW5i356rD5GE/QFqDWTXEf8Ytl8jdpJLZVquMAgmgjJf9qyo1CalRWv1RWBWNst3HqamSbP2Dn24dOZVXbzW87KZNIBjeECRPSOA99/GqNREaz7dpwYVxvNcrkv4tfXc5NhkoFufnitUehTJNOZL3ylrqJ9MMJltF0kaBZpBc8RPXbMdcuZJsXdarPyMVCUEX+aaKPJJV/P2tEIpfkPlJ4q9ElB0HjM6EHeSZtE4iWRyJrFS0OZQtI2tZ9SpjcdCUVRIulX1EmpM339PnsJSnuSb0OEv9bcb9RtJsyVvn/DtkXQiKVurTcP/oJ9L5kVvQ+E4ptfXY+HwsjyLtAEOaNxsVijJLKWrOtLzOJDHmWV+d09lE+CtUHyKh1Xj0DP910/vElGQZspG0LskqfJx7kwjJ1it7GoW7tHg/S3Xlk70m/HAfRQv4ew5g8libbfj4eUqL0JZ49tWodxVvEKiWysi/B3DZ1qCP/IzeE8GQiP5Nt5dQhakXd80mFGhFOJPWKe3YYQd4FBIKjrt0ohKFzBDJEq/l0UXqpA6EhkZUuFkgoWjWvG2nChSn1WEVTm5pNUGgWV6ZsGynIDUq7O9Lck4ptsfuI74ZAv0ivst06u8KFNkX2n73kvmHCpA0iXnuMUtOXp5jYVJARRPdYRbU5bNOTQ7efclmKyVqli4U/YQP0yTYFKtuNmecbQd4FgjBvLCprcre5gUSOt2NO3500G06gbFs4nIev9bPxdFkWICoTmyD2sb/bXCZ/c1qSx/sO5Z4c0TB/gK94qzErNKIVtIFHfDP543IUAzdQJJHRUF2vsrJMbApCQp9zomsMM0YkMpcYl6OYtLXITpy7z84whnutFsrEJibF/XF+7O7T54biYhFbTiggG0HeDXwXCxqVtaBoxTegjMr6aSRqneJiEfLneIbN7ss6ZZdAic7r5H9e1JP/QK3L5B9dnWVik3reMmdWS5B9prg0BWN03YDN05ekkmOG7B2yk5GuDgqJHE7UtQcFMa59/dDyY23IoIKmIGe+NHYuZNJW1Z+DMs4by2i6SND4RKrKSHPOwWG8SC9zRRolstLFIjpeBNHSyIh/HJP/CpWVpt1qiJb3Onvxm6AEyTKMgZn8fV4KtU6xbfS7+xObwlWFzLaKvDlyMsrJYNsENwTAn7AoRIvhntTexUdKf7VtTCRy4kSldnxjxtCsQjuRMYK8C/AsZFPISHAcEq1sxAAWBTmUiEupQXptKDQe28pEax3yP+/CUY1oRckVJJJyQqpObIYzWrt19yUN+deS/YmNUpZCQVaQm7SNEuNyFLYp7ZZ5dmrbbd4IAxJ9plNrz1MiS/6Hj1GfWbCQ+TnrEEYf4YQR5F2AhkQq/p6d2Ngs0vOyxmWDS5KQkYmvfP2c2QgdLERLsS0gxdFuczWL9KhJZNBWsYuFPmmjiRqTequxCttgcqxgFqJV8kHuBmhP3Cveb75aNBem/G1vgl163sLL89qW62o0okXFXrJj1ejMcJ7dNUZrt5ItS1HHtXZrJ6OEHhZGkHeDVaBYkkQMKLhYANECtdG8FFHauMy+Q1EiQxeLqJ7sr+o1hSogkWss0qOZtJXvyZCMpPMny8yFKa4x0b+LeZ3dfCkmB64xo7JROQYyMkFl9b+rtrFNbCpy1sbm7stQ3JP6JMCfqC3rniyTyGEe47zvDPWvQUU9SU0xgrwL0ER6UDdlaD6TYd5qIgbMevP69Ui4WAQDdkQO2VVWlWh59VzFOdP15txJT2s331bJ3m80b2zUiU2YHgyBNO2Tw4SJjfe9dE82KQQkcoLKOhCSpdhWma319wzdR0qXZWAuXUPo/fm4uvrEhgI1k5TgON9P9uksyLZb9+kTFC6w99aLAU3HnxyAm/Rmt7khb+1OejSRHpL18O2JVdaKnfRYYgWrPsjRLoE1vuNLIf/RpC3nF58rv++Q7JfkmWERF7LPW5CPui+JsyqThT5Jgs95oBDk4EscB3nXl58V/UJt124X5d9r7CqroiCP3LWCSRs5NNv6bGE7CeZ+lvYAXr8oaIIIsMEI8i5A42KhRnpoPpuuse4ho/RBLtgWp5cidKzGcuw8UMhIsNX0Kib/+uV5YnOXyf/otWh2ICS5JxVSGPiOe40lmfzDVdlIZLndQnVcI59k5L8qeWK7sbzVqEgNm/HgqKyhmLwA8q+p4zLkKj+ZzCiT/0KW2WEEeRegUVkDKGQkTs+odb6yuhiVNQqFVrWQjVgdD/zAJcxJHwpN+durqLcvLkbps5HYNslPN1K0CtWmIFraxCaaYGNJtimIY43XuplRkMgp7iPxpK1Urs3BEcVCT83Mcda57P5Aa7egX/TPl8tS3JOdIqzaGGZnghHkXYBHQdaUyLaTQ/jgrEbzUv+SJGqd6l9dGNBr/LpY1DpNZY0nMpl602wUMoloDSRyBSwrxnPSttyXdP4hSYLPeVBP/msnNtnL7zvqSWRYqqxEBvlmQz2JhEf+F0G0ehm1rLKOzoOk/kXU3pPx2IZyu1Gw/w7ldovXRjGBZDRdJjgH7ERydyNGD5UAWTJCA5VoDdgabaOdUceFRB1Xlci0YroqDNg09+QEouXHCm7SMrbRdPoTbEOonta8zuZWkNPfVDLScRwW29Ss4eLKZUUfSSVH/X5QjOW50qD3eSOVtXg1IrurJmDDZnPe9CaTl8E2bdLGUMcyjCDvAjSh0NQBO0O0JN+pU26modhW+wqKZiGbpiB7x2FsXWTJP48bwip9nMrqEcfq6CMsRCup/Ic34jLDTsXH7ZnY9MXalkgdzWzK7RyX4+knE6kjVlzXbkMRAttq3BECgaBchuKe7OuX6/O8bPEkh1R1HVB2sYgfN4uDfMDAE+ZtJMeFye1n7GIxKhuU8Yk0ywLE+jBvtdtoz4oJvqyr2kV6fhkat59xZVdx7+gf5uqdaev9h9Ju/rFPRhS1jk6JVFxjIN4AjsIDB0LbUsntZxvnwVP+/dRUuY7A7bJ+u0Gtn2cq+8JJZJA1W5YVCvkPJqDqkOEVY7K7oi5M1fVgBHmPwKPWlcnISIWrcEOgGdQ0X9YozFt2G+2ASJM8AhVkxD+kX4A4UYmsCYVG88YmQ+6H5IhE+vxpUUqkTroO0mYaRY5Cb5uCSFkN261UjMimGh9kGRYUqhMbBtsmKMihmYq7FtO9mO3PIxBKyCTsYJmgWaRXSUbGi/RQ7PgpoEV6KKmK7CRSUf5XkW0hYU7XmzOEXYr8+8lSNWBTusZoCnL8b8HnnyLSg6IsDmRfupnNUKzGT5dp4M5gUOuWZJs+mcmdWQzRmqgg14YepEBNfxbPy9nHbgUjF4vZapKHEeRdgEdlnbKqPlISaiIGsHT8aqxgv5RkOxAaolW1EcNwvCg/XXXSNurt+8Oc8s+j9ivPW0QyJy/SIyb/49xdncvZKWyb5IYgk58fattGzdqprPm+pE/HzGHe+lmZ3ueF5/NlSuX2F/XtlguxuMZl9xlljtHsXUNV4R4kI84y0d2wsw/cqhLZ3oiof8iCOMjEvqyhu8TWcD6Tv8lHuABRsa1hjr6ipbcJj++4QiIhVT6RNJM2xRFwFddfvA92JXLC8+aTYonSOKGRkdg2/3mruTpJX5JMTT876j1J0aYSfUapmb6jtt1mhepiUbKZnfy3qL2HCCVkI8i7AI/vmaL6tKdiF4tS57gUMhL2jT5Zjsv6ZfyBkNe2ICt8JTKfnbLdkosrIzISkMMK5ZJFZVXIv6wQtlvNoDZrd1L/vDXfy79FnI/mntSSBb1PZK3yPysmK8ijQ6U8QbvV+LJKLCwU6k3QbMMMs4b8R266DPddFSruTaHkx0aQd4NOZZ29g9zAIr3g8jRkpEy0anebCwcIFtuUdpOhrtXkn8U2dWLjTzZR1fHzEK2KiU3vXhCXjS9LQCJ9lMh/32ZenendR8rItap2T1KQf/U+zByXZtt0qOkX6nNTPGeqgpz+ojUbhW0KOtOd470DjSDvAsPuX9wuFl1qepFe+pKzu410UF/5el/W2G2OmWiFzSoRn87YtpRFeqNR2iPIFZvX8EzaUralR7JFEK0pfrrxxKZCHaceuDP3bG270TxvWnKcdSl+ulUqqwz+0oKZ+4kJUJ+7sCVqJ6SzwilxkON7y6JYHCzwqCJlorXK9I4iyIdC8/LR+LIqSuQK8aDGHuZNIVqj7x7JqGg3jsENSLebJHOUNq+hgeqDHKbmVKDxdbvLs5D/8hsbP3c1+Wd4VZ9LLubXyQjP85aHSEisVCWS4Vmc4Kc7arGlkP9caqeywo3ajaJtqlA3sWGEEeRdgHORXl6tW6QPskIiAzeEVVTnRams+cWVfdYatc47TTOxSbZbmFztN9hlYVFZkxObmCEPBKpqy2Jm2yLTettGM4G4YPdB0pekUjOmq64xDO2m2ZaYbvdHFbbNGsVCUZD7XNE9qBJkBlKmkf94vC7m9tMJbOtQ1Z9zwgjyLtARkNlvRs3FQvrRaUx8a3xZWVQfZcAO4lIDVU8dz6CmkBFZI1bwUojWyJd1QX7xk9stX+/ZJ9oAVNuiL75t9PF0K15je1/ixFLB9vIkz1syPT6sDPPGQCJ75EhkLjdT3XOoI/9+1v6Qqm2mI649oYeFEeTdgOK1IaASilD1iWak7ApypYtF4y7ik3pUuY/Q2DbBh7CkaNFMbFSiFfb2Uxfp8eykl/f5778EtuXrTdGfaEp+pdvBuBiBbZUKcjxOa+R/yEdsW+bLIohWL/CU6xkv9vKeuvRlqQh03eTNYfCvpm+3HhUTG1JTjCDvAjSL9FAe1II1T77/LfIdf7CQjWVQSyqRnoIVP2UVLhY0MZ6TSmQ4kg1vLArtRqFCooJoJQ+L6nh4ef57ssvpT+Lo3UcmKMi+a4xGtCjcECbcM1Mm0XQTm2RyS7Ccm0Qi4/LzQKLPUtZYACplJWJlWaEqc+z9my63ANvi+puCfLDQE5a5b0ZV0fJI8Sryv12Sgpx0H+k+JbibSx0Ij3JQP7GJF9fwL9IrE61V1Nv7O7LllH8aqBOb8EuNa0yTlYxoKa4xkME3tXZHNp5nb4yAhk1QWZlt6hDUcEQiF25bxg9+7mF5GspjlYvYY/O8la62HOOlNSW2kQHkIxE3eBbpld0QOqLVcEiPLAN1RItlwE4qWr49Ufi2XLiwmHjOBdW2NFaQfKrPoVnU8RTRCrJ6sYIz+ceXZ5m06SprQEjoSWT98zZFiaQg/5oSHJPinvyjeE/OLpA0lahPLjdxVI7INr3LG2dhqH8J6u8fZ6+bASyBIMdCAiOMIO8CPOF9NNXHG77iSA+5mWvgisEbCi1QWVc+Qc537uFiPl7bxrvNeaVqfJCZiVaULNkRPHd1ZtvCdq1dpDdckWTSpirI9UokBTQSOZKN/UP2iU0ZOdOl/yeX3iqYDFEssmNVImufRk4iu58125+nURrf6FBbTz4B2QjybsC5k17eDWElEpDDmDAHZTKDxb6j0jYgFMNXcaJfhlEdT4Z587PGZCR9SZ4QdvXtJvG/NRuFEJPIOA7ycCx1g8Ws3YmmIGdK5efabTmGwVyT6/zjqBHZ32po6nhJ+WcnkYMfXVW2/rtSZvZxO8CEyRuWYlvP/pOp4w2V+GAEeRfoF+nN7mKhDWrSZ/MjPZQ2ZeDxQa5X6yQmh/Qqq49EPTIdiJTajcU2lUSm07VYwUMRYjKSuWVVJZLhjdQEBbn2rUaTRGZbKjk+rhzAF2FbjvxDUVkpiFaHssraRLEg6f+mIlPV+Od3qHT7YbK94rkjqm0AI8i7AEXH2NZgOMwrWn5M1lL+5ookHU3lgO2cS6is+k56PCqrptZF6Tnfcd81hmWXwAmEUuv4h3zE92Sk1nWD2qpWiZz3pswcl7NWb4JCPbHJTEibxMJVGcaB+r8dtrDU3ZMM7VYh5qzTbhwoj8MOLowTLPkyPKifkAJ3wDjIInK1iHxcRG4RkRck0n9cRD4qIh8Ukf9XRC7cZH32GpQuFkmVdUhZBT7IWADR8qBE6Kh1Q8gt7Nt3TFB9ci4JxfLMJHJk0DQSOS8UEumfit1FKkzjcfvJk39B9Oxl8g+XYiCRZeRatbklK1TWWTnkZsg/BSrrF7v5aP0k1b2YJf+Z7KXEPsPc0Fws/C+gZMgbYwcisgXglQAeC+ByAE8WkcujbO8DcMQ5dx8Abwbwi5uqzyZA6WJR2LJ4JRK4IZSiIdD46QYokH+RIIRdSdEK3TIIlBEg2dmNtpruS+VVH552K5PIkYoVJJLvpKduox0RR++4JoQdjxKpkP91VFYW8j8huVplpWm3cur4uIL8z4p1262QuDCkfZDr88+K7FjlHxPV18Mmmd2VAG5xzn3COXc7gNcDuMbP4Jz7Y+fc19qv7wBw3gbrs+fo1Ef2jUL8N1SxkCCZBVGzk/4UCu4j8SrrUgi7cKEiy4BdJpGQoaalzpGm3Sb5IEeHNSrrYtrNP6wkWrOSSP84v0ugyDSiNeQjJpFdX+J/6Uqxv6pf0wc5Vl1H5bpX/BTqnk60Rgmln4Wg2QZMq0ztWg0OTHjuyLDJ0fRcAH/lfb+1PZfDdQD+IJUgIs8UkZtE5KbbbrttD6u4S3jq5bz10AbsQUEOyKHEZcdlqKD5e8acbEkqq7IgChg6kNIOiDSLKwPbaqJYdMd1JJLGv1pptyluCBzQbMs2XJloMditLhYqTNpqy5GiWMeFk/8a155kGoNtHWr8q/3z2uWYbMtg1JcQMmQKuUlEngrgCIBfSqU7517lnDvinDty1lln7W/lCuh9kOe+GVUXizYJCFTV4oBN+Xzlychop7lM/j5vn4NEiVT9q4OErDrug2ajEE1ljfziF7+TXpFokausqg9yOm+tykozIVVyCTBsFCJKWYq+coqCXFtq7vbqsF4d1HuSwrYOZSI83kkPy7Gtxr+aqLo+tjd47c8AON/7fl57LoCAy8QLAAAgAElEQVSIPArATwG4yjn3jQ3WZ8/RERCa19pA8kYbSGQco1WSxAxgcBtJoKBoNVEsvPNAVYxnngFbUSIryQiNbRrRKgiR9G4IPgpuP3GyzrP4SWRRQK4hyKwjIeIBO6pnRbvNisp7RmRcW5pnKQdNQM6eT4kmbGiJbw2J9PMXygAk92SPOhWcUEDeKAt6N4BLReRiETkM4EkAbvAziMgVAH4DwOOdc5/fYF02Ao7tU2OkBuyhnr46t0pn7/PyQVG0gvOFRXrBa29mEjldiaTxr1bIf07GWpzKmpyRZvJKXDZzeRrblOTRZFtXtJhtC7LGx/RkRGm3zBe13SgmbS0qSOT49mRvtw5a+4Xp2lsNKtsqXJsEuGNFsXDOHQXwLABvAXAzgDc65z4iIi8Wkce32X4JwMkA3iQi7xeRGzKXowSlKlJYWLOSUBkWIPs6m8qmDpovq3dc2kkv2Gp6VjcEJTyffzwa1DKXZGm33KjVIrfbHARZ5T/MNifR0uJX+xMwBMdVm6CwtGEC6+7I1uejVsfzkxn6zTQmTGwW7RdfzBWRSKDYl3A8ZxMmNvH5UrsxmKZBEYgYsEkXCzjnbgRwY3TuZ7zjR23y728aNGHefBSUSBHBakvCrBMXB8yK5OvstKRV7EBoTCt3EOHcJbRtWSHsUhMbfzZTZ1u2/L6jrCCPbslWGVlVvvLlsS2RuuYjRSEmKH8616q1Kuu80Fsgf6iT/1mjWFQurkz56VKOYylMXqSXF0n6dBrkbIjAJyAzOpouBzSL9AIoA3YlieSyqUMFGfGPczvpBb/BnAO2QrT8esaDWs0iPZpNUBR1PD5mV1kV5SMfvzqdnwpT6jeys6LsrOZPIP8TFiAORQjuyQyRLS7Soyf/HXIkspCdXfnvMc02jfxTiHau3r+aqSV8EPyKywWlD3Jho5AmOfJRzS3SY3jAYhTcR4AUGUlfhsbFQlGQczysVvmnUSIV20Iykr8nc5fff0xRkGOitaSNQhKppVFt4T7IubrVqqzzQrOtkFBSIhds2yImpMoivTHK/eqQi8nuuokpoYBsBHk3WIyLhXfsk+VVOntbhukBa6EsZIvDt1Ut0mNQfQCdOMVEK9M+oY/5nLaV/avj3eY6saHkOx5cnoVoKc/biCvXiKws92QqOTruXmtrAjKFi8UkBTk6rGgTis00aibO/nmU7zeKcaCvX/n3FUiQYxkEuUNpcubDf97IJ21TJqRNZ0IHIma3PPQ76TER5BQZ8Xw8V/FNuyQfZNV9ZEBpJz0elJXIUVv1OaWu3WblIorSUVTH9ctTL66MmtUnkfyh0KaQyLoJaZNVgs9ZUEn+HaJfQakyF4nMJJfysruP9LXP9Xnh93CiQk7+NZR+d8ox2sMUFwtSU9gZBDUoXhvGUJVI370AWRJJZVOHCZtplGbYNKHQNCUyIzCX1DrfnnljWZfJf2nA5o/0oLVb/q0GPRmZoPoI4C1ALJfl6E8mKsiuUh2nGN3rbQvNZKi7gr7zy/hXZ9+myXLaLSuGeBiFQM7Xn120SyFeZMkApl9xcaCKEdlBWTS0FUQMqFQiWZC0LZe3/yeR5CvqzAvZJHOMqt3maIiWFsXCuw0FqFL+aWzTyH98nvG5CjCRRPqH7BMb9VnPPW+KOs5AMrWJTYaHae22hCgWAVz/zzLcR3pSOK0u6qSNwbbcTdcivKXEXCwOGvqd9Kh+xrISOV40pJNIHkyzTXI76cWqHgMS1ViHjNCo44rKmouD3NSZnGhNUpCHfr+LeaNfnYX8J5Izx9qITTHhrqxDbIpKIln6kAL8Oo4dENhtU+rgJ8cqK72bXYsKN4TgPBTyz/C8Vd47tW51c2Ahdw8nKPzqYqhkJCKRC1eQ13Gx4In04KOeRLYNl74Kiz1T1PHKSVuu/L5jXX/PQruFRUjIfzGXVE+2+/zgtm10y1Y6SVI8c10dckpvgWjRk/9u0p8LYZcrBvC3W49pQhVFu2jof9+a/pxyIz0jyLsBR6cfQfXTjQjlkhRkxU/XR2lTBpooFj6S9fDORZtp1HSoNGREa7eYQ1bspLfI8HxR0fzVicl/tt2kaBvFAkTlnikSLcb+MMCESVucUGo3hv5RvSd9ddz1vqwrxTiqMa5SQXauLooFlQ9yTZ+3EkqGTPQrLg+cLhZjhAP28KUU6YGiYxwhRUamK5E8bggetG20vfOlxSc0i/QmbKM95XV2n29WH+T6EHZBMZR9WbtL0biPFNIlugWbubau1vH4jqeSvXT/VX1F2VH5uVD5Zqk2skqu/P6i7m/HInptu82LNSc2AL/y39chXRcX+V8T8mNyZkcOTgW5TCL9m7W0SI+S9BfcR1wqmX0nvQAK0RqprPrEhoaMaH66QUI6/6g8i8paQ7oqIz0EZebC2gpyuSyFgrwplbUf4HkXsomXbZSTnWipUSza1D65Jf9Ku3FgvXum9nmbFco96UeBGyY3XCyZkAUtB0sJ8+a/sY43aFiWD3JZZY3ffOcXOJCQSB9J/2o/uU4dpyH/AYlU1HGRSPVZeBSLEolcyqKhDHK/erXKyuxike0v6tTxeVGpskYTFbXdGIiL4l8dVD9S/vnbrUWli0V4nt22tg41/YKvdBFh2b31zOg6GS5/n/J2zFMW1vAhRSIlmVIkkcFvwGJ/PdEqqaw0G4UoGKnGLbTYpUMREuOSExtJJyuD2lCGhfynkosssuL606u0Z9iNOl4qx3AvTrHNP194i9inz42+fspOepKI0LGY8U0XPEa5l0L+q/q85tMU5AOE3geZnCCv4tjH3XFhUKOyqUNhQVTjYjGkryBV/tU0HYm22AvxMbmC7ENzsRAAGNwQ+H0ifYzrkROJK/nxIt0QSvdkmI/ZtiZ9eFPvhvP0ZKTONiAV5q2u3HyYRv6d8xbpFd7YcNjWojTxTJ4uCwkUtnUcImNbSIXbZ4+LHxtB3g06EklxM3ZQFORqEslkUwdtwwn/fJOYSSMkkUkFOU3kS0QraF+aSU6CROYkZEHdRiEs7aYqyBKsqqffJXBtJbLy8sS25clIRdm5McUNwT/v/ZsuR2C36l/tpXsbhXSpVeVmx7TnrtG2yG2rvHcE0NzMZwPLCLpoUHQiPRJ1kXQ3WOoceciVjxQZyaXkzwZRLFjaTvFBDjmk1O2kx9BJAro6Lr7qk84/Lk9im+YaE+ekt21dglxWtIbyvAR5lFq5GJPjOauzbXjjFofpyJUjsE2LgxwryO3nSlC2jaYPyaOrYdJ0+rcaHer7PHOxOEBYjItFsZPYYF32GonKdosO48dKBHXxdFkeAUUdD94CNIn6JRkGNwDpDjJUjWtjl3bgabcpE5t0/h7tTcyz/XkiuTAVpVfHK//2FCEBICMjU1/VCyBbWxWX5W+3VCmqtknBD+WQQDks5EImbRPWJpDxY5ZRZpngCF0UQdkoxL8BV4XX2ZQdixbFwj9fSJQRa2FAivynv1S/8mWxrSKKRX8cJ+YuSXN/phTk+JVvkFhxRRbbEvCrtrRYwWoUi6KUWkgiaK8JE5spk20K26bAG+AWsQCxe4gkPUnJ1VBtN4b+UatD3FYwBflAofdBZrgZOyRV1kzWTP6mDOOtoah1Hko76XFuFJKyLTOoSTp/qfys0FTWKGuN8k9tW3yqcx9pHrjspXoVnWWXQCV1NJQx9YMpTHGx8Mm/VKrjxCrr2IfVn6EW7rde2WMgLjkXCwlzVO42R9GF9ApyTqhKFxOlL+HoHyX6zOQSmA/yQUT3YFKRSVWt844hC1ukV1brXDAjTeePy/C0XZlojZed6O3DbFsQjzsW9OnJiIeE8pNXfcqKVr+7GbOfbpTe74W1iEnbNBIZlKpQIiliBeeSveOwL5HihJRiHFjzeViEOu52ms+KGN3jEHal/AS2dXWY0J9zTMQGsIygi0QfB5npZ1RJpHceHJPoelSoddWJ3RVJfgEtfjXg7chWHtSG8iy2Ke0mEoZmWnq7ZV17lqCOT1BZEYXUKvshzI+1/avL9yQFGVHJf3paLcByQqFluFOs/A8TzVFqAAoBoSPIq4yLRa/gR+dRjojDwUnqFGQ/Cxk/pvgVF4v+ASPqQ6qIln9+SS4WU17VIz9wLSaKxUitq3x1mCk/H1Lt5svjsfKv33s092eFS1Ovsmby9/kcgYuFqiBnzleUnR1TdtJb463GrMgxqSh5dB4o/i4cfUi5DlvtA7fT2u4qhQSOPiToHUYobhRSAn+zhYp4f/tyMWSGO2Sx6F0sqH7G8uvs8DwW72KRs630ypfTNsU1Bj6BAv+A7UOxbdRRLsg0zXd8lJV+YrOuyqoWJcA0dTzwZS2Vo3gWJyr/3lNX9VaDwsY0+l2KRyoris8bxbitRrEolGV3H+lQ8eamv7+4+DHDHbJcLGar6TVUH84OUXlVH+fMkH+q9uowQfmvdUOgsVNzsfCC+y9vJ70x1lVZh1B3/ApyKhdzmwDQn5niGL1sMlJc7LUUF4tMy3QiyY5zCT/dAkGuiCW/cfQ+yGu8uaEnyPUuFsoLkNlAcIcsF5xRLFJxkAtKqkKQOR60FhPChdWSSBpU+LIGLhY1nQ5N201QWSFVO+lRqD8VGC0crRoseBXkPldUx1p1fFZoLhax7bnVzVq5OaD+9pI40kkkxeIpxbY+Fr5Dwl2LXUGuW6Q3daMQCnFkwiI9MNxnCRD8issFRccYQ1Xrwg4kv6BoKbal61kKqUU1oemgbfASuVss6rWodk9i6Bi1QW0oT2JbAqtR2/gLEPPlBt9JYgW5dJ64TRqsodJ15wtFOe7FSuU/JXxQ1H99dPPpZMhxdhKp+SB3bpzJquoTm3lRrkMQMKBTkHc2WJ01wHCHLBYcN2GECavqt0qdfqd3UdmYUiK9Y+9LaYEGhXIQY4JrzOJ8kBXXGOe9GtViBQ/lee0P78lYaWW3rc4NIXm6VG8GYWgX5J++3Sr/tGAcLqy0bT2VUJJRFwcFuelHanflpCDIig/ysO4kkU7UNEn0ddYnb8Ozw9BRDCC4Q5YLigcshubLGrshZNC7jzA9hRNDai3Kvzp5L41kVgBLDIU2rkfQ4cehB+lDoZURk//+fJyYKz+nbRULavLn82UpNkGpfO4FmLRLIEUc5DUX6WkuTRx9ZbkOgw9ye8J7G1WqPtf4na5oF5ljezW+xzjapgJVLhbNB5mHhRHk3YBykNZ8kEc+kZnLUNqWIlp+unc+k7/JtkDbMD3MG80AkIz0kP6+OPKfwG6jWFDvpFdUkPPldtp3p9QxntdYq0EDZZXTaD1Dm2+rmZFusmZ7iLRtQZg3Vx9WkaJ/VHyQjx5rJ5bRYFA7BsyLOgUZGO5Pt8PFkAnukOWCcwZXfp3toyjUSffBZGOKaKUZcskNgbLdJqjjtS4WPG2n35OBrfQksozxc9WcaMh/vt6L2Ekvc9wU1RVkats6jhmfV8py9Cf17eac6ycsWwVXtKZck7aIdkst0iuo4xR9iEKQO3O2Rgu2wU+QlfqFanh3bpMVmg6CO2S54CEgHlSV1SORJRcLxltjip8u8jsNLaXdxirrQLTofSJ9JOsxnPNjcyzPvzqBmPz7nwXTKDYKUeDfU8GxUm5YhDkn0dKiWDTYEkkYpJNICmRFgeHY7Ti4lpiVYuEDLO4jZXTkMa7jIhbpKT7IxyIf5KlCwryoq1/YTFz3GcEdslxQPGAxFF/WcCFb4TL9suc9qdXeQImGEBxn8jenmYxqoZH/CT6RfFAmbW5ok8Y2/bmibMMWMWGSiTs3Uvsg+8mr6Hyh7E5PyPjdR4ZNCxa0UUit77g0ZvUuFpr7CIFpPXKL9HoXi6abrN3+nGNiU45icax1OdhKrahnuO+qUEF6exeLDVdlIggZ3nKwFIKce4NWcrGgXKSnulgMaFSgdNpS1HHfd9w59PZUu1iwdKDJiU2ubaSq36dswxaj+gfkn9wNYcKr+tFxBUFmflUfvMWIixU5JMNzVj+xcTuei4XSlyzBNn+jkAaxmpDGlmztsl57AMXFoifIyls4SnQ2Vbx9GLKagmzYJDQyEhySP2AxpirIuVeHjGargeKHjqN6Jz2axzs1sfGxRqQHFvKfQDyxkf48qggyc6SHIDlwsSjfkxy2KS4WbfW7RV+BfQy7rpUw4XnwXSwaH2T2KBZlxFtND2HeyvWnsK2WICfULIbqF9FXsIIg9648G6zPGiB/6rmxFAU5VHqGb0UXi25xBhObTPpXew+WRLYtygdZd7EY2iROzFySpQdVbHOxbRVkhMa2BEYCsv8ssbtY6A4Fw5FErjGFshQ+yJXqeBxzVgDI9vZmqrRnmKYgD24IWPxW03EUiw6a2w+Hgtz5IKeTd3wfZOfoFNYqZOrcO5f4Pv9k5hEyvOWAq/NokXpVv0onp1/btGUYt9FOKZEBifRUVskvZFvKxCZQIv3zqGsXmvuzMLEBEPggLy9CxxjxWw3p3ZVQZdtSFGQRCetaKMqhIGu2STKbQAB2gqyEAfCfF+eAHXcMQNkVLbw8r2tMrp/UJqQc40DZB3kgyOH52r5kXpTrF+6k1wldXAyZ4Q5ZLLjIY4fU6+ycklq6CqFtKRcLLyl44EqXobRNU5CjkDiU914O9XXVNpwI83EiJiPe+igUbevFJGbbvGMZSMZKyv3hDsPqm8ooFo1aF56XrbzaOPjzzqlI1k1sBGMFueRi0bXvsZ1je1HJ3SEb47n53Bl8LJrzfmKyHMFzpkWxaB+bRS7Sm+JiUe+uvK8wgrwLUC5kq3id3aHY+H2Hym6b52LhoSpCBxOSrjGhMtKrrLU+yBQKCdITm1BAhk8fa3bSo7EtgbhqvvtIza1HvUgv8Msd3tIsQh2vJJEpf08UCPLRnaMAgO0Vgcqc+X3jMWAg9VJ0sThh+wQAwDeOfWPv6jgZZaK15UWxGA0E9C4Wmg+y104xGMexAN1bDX1yzBpOkHeUWQCoyGOHqRtOZLBEF4uA/DNVuwYbCPPG03apdgsbrvta8h0Pr8hi2xhBzZznYiEokpFFuCGMsnsiQU0UiznbrfJ5SL3OlkOHsvkpCHJn26Hj08ne774TLNJD8Xc5fqu53qwEudLFoiNX/o6j/Iv0OgU5R5Cbz+SkjaH+JSj1C6hwvdi8rzCCvAtQqlhamLdAQS50HowERHGx8I0r2bYU+O3mnOvbZHF+uoV2AyK/wWqZdbeV2hzigVf8z1KkhyUsZJPweFXpX81B/jUXi+75CneXEym7WBx1BAS5Q6v4xpCoL3He4q8SUTxu+zgAwDeOzqkgt8jFQY7fIvrxq0s+yBT0R4mDHG0UEoK4E/ShqMIiw1tDU5APEChmoDFSE83Mg1QTxYIKhYVszTaj3vl9qtKeQdngJZ7YLGuRXnkBYpupOY/yK9+hPG8Lj371StcYDhJZvmf8iAGNi0VTV23rWwofZAX9WwwRbB9aBUSrSJAZFOSOwGYU5A4i0vggw1OQF+NikUYf5q3/xy9aIMgMfYjig7zjh3kTQW2MZw7Uy8LKGtPZQHCHLBc0BMSHoiA7X2WteP3EZeMUFwumeldA8x33TtS6WPA0Xbnd/BB29VekMW6EcZgwCb5pYFaQj9tuiOLtR3daBbn5fsxfjVgAM/n3s20f9nY/hAAFF4tv7nwTwNwE+e+bz4yC3EHQ+iDvdDsbliekx201CvLtO7fvSTU3AX+jkEYniWO9pUEhcGk+yM4jyP5CbZDUv4Q1WK8pyAcIFDPQGKk6Zd5nlx4vSgKSfFWfridh7ctQ4ldjx3cfQdVgz/EKEaqLBTxuVRvCjvLZazEKExZMbPa9OtOg/PbHbTe/+9GdptFWLbnaUYpSbDVd+bcbBXkLxx06EQDwDbdTpSAfWuVJ9MbREWRFQQbCnfS2UX7ejt/Wr7d/KLtY7ETkqlpImBMKQe4U5KTgw26bAp8MS/AagAe8o8wCQEkiE3XKqamlNbyUBESN0BGRyCWhIg6y+OeXtEgv2bkPh6O3Giz13hO43g0BKLcJxVbTigraEWSguWU72445twAXi/LvuuOpdVuHVjjz1LsAAD77zW8WVVYKBfmbHUE+Uc3qHPpFepqCPCvp76AtHG2Td3aQIFjsfYnig9y7WCQSF9NPKj7IEHOxOIigISA+NCXSP1+of9fZcwxsLbbGnXVnQmzKQYpikXQ9q9ltjnhwyLkhHATbRgpy+6n56Q755yTI5dBXh7dDst+vAWhOZMstwb+6e0mzal0sHnjZYwAAV5xwYrGvpFCQv/m15rNC8W18kFviBajPm0DwzPs8c5cV3AMocZD7bN55xiE6gOKD3J3ejtqoti+ZFROCG9tGIQcQS1FZVx5brI2D3BHkY44gQHyHxADUkYlDq1VEIsk7jxiFOMgrkXZAa7+jbnJGOYFrEbtYLCuebhnje8/7XhHFghmdDzIANGsOWx9kOGydcUa2HEWEDuWe6RRkaV0sLjr7HnjD970U9zq+TDr7RXoyo4J896sb/+Mrn6FmbaJYeAqy8rx98NoP4tlXPHtPqrkJdH3HsFGId69VTLbnRVlBftYjLsVTH3QB/vEDLxjnI+7fAXj1q+jX+qxcfSBBXJrlgpKETVCQawgyu4Lc9X9xnEj2bnGEgoK8ihTkxS1ATMAn7/FGITWvRZnJ/yiObjeAo+yGMBTYQKX2CIGCjGGr6TN/8gVYHT6cLUehIGsuFr2/J3DouPpNJCiiWJx2LvDTf51N9nmH74O8Be5nqQY+t3JwqF2kRwHFB/m0Ew7hX33vt/kFNl+nvcYkBXnTlZmGxfEIJvSqF9NDmFoQlQn1UONiQaUgb40H4G6Ssr2S4OFK7jzEjKKLRWMb1X22S4wU5PZwJUDNTnrMCMh/8y60OW4Ss+WGDQ547Q8mouJtNX1mXj0GvIn2nKYpz88xL6TW+ZefjisefQHu/hdvVC9LQZArIdL46vpxkJeDikV6E8K8UaB/LqbVk9yqFnW19F9isBFk/ieaGJQDmeLL6t9/JY3kkBAszoiRGIB6H62tUGYlbJkyChObLZGg5zgIs9rcwKztyDaU5/0V4toPA/hCJjn/6DVDVIQCxCPIx47VTaRnjayiulg0nysRrFaCB3/fJbj5RV9RL3vWiWc1nyectesq7gect5Me71PkQXlmujnbTopcsT9vig9ykDX6Tt+XTHCxYPVBNoK8C3TqKsVK3w6FaAiB/yDqXCyokHKxaJ/BrdWq2r+aEoVQaKtoYrMY2y58KPClT6fTRm6603zrKCenLcbVr1OQafBtT6jKJiKQVR1B7reantX+8t9eV1W97tuuw93udDc84oJHrF2z/YRzg4vFYvqSAsQjYs2GUUsSSso+yEXQ9yUTZOHOFCKPTsAI8q7wzWNNeJ/DiVf/s6FAtI7bjhayVbhYUCE5EWkX6W1FPsj0nYeOzoaVCNxOvUvPI85/BD72xY9tvH4qnv77wE6aOAUmeNtoAygurBE0CxapFeQ4QofvcnH0aLYcxUK2Clxy9sl47L2/pQnz1lKsbuOJHHryOauCrPggdwryxCoeWh3Cd134XWtWav9x5rknL9PFQoli0bVfQDnp7ete767xXLDbptTPJbiII/OxJmRBy0G3uxCVglyIg+wvsAEWqCAnQlB1CvL2lsBfT0jedVQhDGFX72Lxike8oo/NOitEgK30fRTw4+DYFdtuJSsuv/gKDJ0/INv6c8X+6vS//fhVAIAP/vGt/UYhqoIMBh/k8pNzLEEaz37+8/H1D31wo9XaD/jE4yFPuBTP+vN/jl/+1V/EYfJ7rUG5jtvtIHDycd2z5S37ZX8b9QOvBd75G8A5955edhFtB1VBFgDHnbiNC+51Oo4/iYlLGUHeFW4/1hBkCgV56zjg2DeSg8DRVt057tBWuClD4XKUBDnRIXSqwfZqBRw7WH66vYtF62PRh32rKMs1aRsjUK4c+rZ13nEK0jrSs5PIEE1dz/mXP42t007L5mJTTzT4PsiagtyZNu/ujpqCPCbIZ/zQD260RvsNQbMJyst+5Rfww2+9Ye7qTET6+bjTiYfxM999Ob7r8nNw8+99sj9fQ5Bf97jX4ewTz97DOk7E6d8KPPYX1itL3wfW+yCffpeT8D3Pvt9mq7MGCFnQctCpdBRk5IQ7A3+bDvPzjaMtQd5eAW54xbs4F4sEupXncRSLhQdCaND5V4uEPsj0HaOO4mYaiosFMDfRmoY+0sr55xfzLSGKhQ9ZCQ63G1OsFL+ETkGedWKj/O27nNbYcv8L77wftTHUouKe+aGHXgwAuDlOUO7L+5x1nzUrNQ8WNYl++AuB//1h4PwHzl2TtbEMFkQKKgW5I8jf+OooKSDIHi747ddmL7cUgtyp49tbsfvIMkhGDTrVtKORB8EynwS66HtpQOwUyyUpyH0c5Eo/3aVABPiHR56Ocy64E6699tpi3sHnldcH+R7fcir+248/DN965sn7VCHDnsO54DlaUj+hwbdkEWadd3/gefm1MEsg+8uRYQjRKciHVwQE+R/9R+Ae3w2cddko6fYMQT7pyiuzl5t1V6gJOHrMV5APlotFZ85KlkeeNMSL9Dqc/aIX9pERUugJ8oKmCawhjPYCxx8+Ec944vNwuLBJCOD5IJPjkrNPCXYePSg4ELdehRF+jkWQSAN1Ox0EHjEbOgWZwsXiW74NeNLrkqHQTjzcLG678IyTqjvKpcy8BwU5rO893vXOOaqzpzi2M/hE+u12l3/9r2aq0d5hFJu7PXHiAx5QVX4J6kOMg0aQz77wVADABZeXNwkBgNMON77XJ2yfsNE6GdKYEG6XENMqvTRXpVocrN5jGdgoQRaRq0Xk4yJyi4i8IJF+nIi8oU1/p4hctMn67DXOOKEZGM456ZyZa1LGg+92Bn71yVfg+VdfduCeskvPOQWHtgTPedTdAxK5ffLyX5MOi4aa793gdvJVV81Uo71DPHjVDmadgrwUstnsgDitzkuZnJ51wYiL9Q8AAA/ASURBVCl4xssfhkvury9y+ukH/TRecOULcOScI/tQM0MNvvUPbsR5//6Vc1dj77GMrsGwAGyMIIvIFoBXAngsgMsBPFlELo+yXQfgb5xzlwD4dwDWXM45D552+dPwsqtehqsvunruqhQhIvie+951tFFIDc49+dwN1GgirvtD4Am/lUw69fhD+It//ThcdfdwFytt0dAS0IXlu/isk7rwDgCWQw5L6BVkoHNCBqDb9sIrX4hTDp2C49vFYUvAw+51DQDgyJE6crgk5evw8XWuWKccPgVPuedTFkP+7wg47uKLccojFrC5yeFW7DjxdDXriaccxoMuewwA4PSt6ePdUlAzBLz8O1+O33nc72y+MmtiCcPYJh1NrwRwi3PuEwAgIq8HcA2Aj3p5rgHwc+3xmwH8moiIWwgD2F5t49EXPXruakyCg8PZp52Hz3/5VjXvm7/nzfOGwOlw/pXN/wq2Dw2kuGYgfsi5D9lVtTaNs085Hq+59giOXHg6/vT6mw8kuZB2G+0zTv4W3PqFW3DCCeVX8Ndccg2uueSafard+vjFJ9wH9zv/Tvj6h7+Ey89/AN771r/EXe9612KZhXR7BsP+4pJHAo97KXDfJ6tZv+P/uBv+zbkvxkuu+7OFxHiux13uNoSIvNOTnoQt5S3pIy945KartCs85UEX4uN//VX86HdeMndVstgkQT4XwF95328FEMf76PM4546KyJcBnAHgC34mEXkmgGcCwAUXXLCp+t4h8PB/fA/87M5/xFXXlUNOAcBlp48X/DHjMc+4N1557HV47yf+SCWTH7r2QxyE5NrfBz773mzyI+/ZuO88/CmX4ec/9+/w+//jt3H22QSTll1ieyU49fhtvOCx98RlZ5yKp37n8/GcB/9T3POe95y7anW4/HsHZSuBHzjSPF/HzjwJAHDvh+tvYn7kfj+Cn/jvP8Hx1uYg46HPnbsG+47zTm8mnte14dAWBRHgymdUZd0+vIV7PfRcfOUVL8eX3vTmDVdsf3G3K87Ga1//KjzvJ5+Dx/z8z81dnV3j5OO28ctP5It97EM2RRJE5AkArnbO/XD7/Z8AeKBz7lleng+3eW5tv/+vNs8XUtcEgCNHjribbrppI3U2GAwGg8FgMNxxICLvcc6NfOA26aj5GQC+THleey6ZR0S2AZwG4P/bYJ0MBoPBYDAYDIYiNkmQ3w3gUhG5WEQOA3gSgHhvyxsAdBHmnwDgj5bif2wwGAwGg8FgOJjYmA9y61P8LABvAbAF4Dedcx8RkRcDuMk5dwOA1wD4P0XkFgBfREOiDQaDwWAwGAyG2bDR7dKcczcCuDE69zPe8d8D+P5N1sFgMBgMBoPBYJiC5QeLNRgMBoPBYDAY9hBGkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg/inJu7DpMgIrcB+Mu567GPOBPAF+auxB0c1gbzwn7/eWG///ywNpgX9vvPi03//hc6586KTy6OIN/RICI3OeeOzF2POzKsDeaF/f7zwn7/+WFtMC/s958Xc/3+5mJhMBgMBoPBYDB4MIJsMBgMBoPBYDB4MILMj1fNXQGDtcHMsN9/XtjvPz+sDeaF/f7zYpbf33yQDQaDwWAwGAwGD6YgGwwGg8FgMBgMHowgGwwGg8FgMBgMHowgzwgR+U0R+byIfDiTfpqI/GcR+YCIfEREftBL+8X23M0i8isiIvtX84OBit//ziLyeyLyQRF5l4jc20u7WkQ+LiK3iMgL9q/WBwfr/v4icr6I/LGIfLR9Bn5sf2t+MLCb+79N3xKR94nI7+9PjQ8edtkH3UlE3iwiH2vHge/Yv5ofDOzy939u2/98WER+V0SO37+aHwzU9OXS4FfasfaDIvLtXtq1IvIX7f/X7nX9jCDPi+sBXF1I/1EAH3XO3RfAwwG8TEQOi8iDATwEwH0A3BvAAwBctdmqHkhcj/Lv/yIA73fO3QfA0wC8AmiIAYBXAngsgMsBPFlELt9sVQ8krscavz+AowCe55y7HMCDAPyo/f5r4Xqs9/t3+DEAN2+mancYXI/12+AVAP6rc+4eAO4La4t1cD3WGwPOBfDPARxxzt0bwBaAJ222qgcSNX35YwFc2v7/TAC/DgAicjqAnwXwQABXAvhZEbnzXlbOCPKMcM69HcAXS1kAnNKqwye3eY+2548HcBjAcQAOAfjfm63twUPF7385gD9q834MwEUicg6ah/EW59wnnHO3A3g9gGs2Xd+DhnV/f+fc55xz723PfxUNMTh30/U9aNjF/Q8ROQ/APwTw6k3X8yBj3TYQkdMAPAzAa9q0251zX9p0fQ8advMMANgGcIKIbAM4EcBnN1nXg4jKvvwaAL/tGrwDwJ1E5C4AHgPgD51zX3TO/Q2AP0R5sjMZRpC58WsA7onmwfsQgB9zzu045/4cwB8D+Fz7/1ucc6Ye7D0+AOD7AEBErgRwIYDz0DzAf+XluxVG0DaB3O/fQ0QuAnAFgHfuc93uCCj9/i8H8HwAO/NU7Q6DXBtcDOA2AL/Vurm8WkROmq+aBxbJ39859xkALwXwaTRj8Jedc2+drZYHAIW+PDfebnwcNoLMjccAeD+AuwK4H4BfE5FTReQSNMS5I2uPEJF/MF81Dyz+LZrZ6vsBPBvA+wAcm7dKdygUf38RORnA/w3gOc65r8xTxQON5O8vIt8N4PPOuffMWrs7BnLPwDaAbwfw6865KwD8HQBbC7H3yD0Dd0ajbF6MZnw+SUSeOl81lw3Wvnx77goYivhBAP/WNcGqbxGRTwK4Bxp/43c45/4WAETkDwB8B4A/ma2mBxDtg/qDQLNQAMAnAXwCwAkAzveyngfgM/tewQOOwu8PETmEpkN9nXPuP81WyQOMwu//RACPF5HHoXH1OlVEfsc5ZwRhj1FogxMB3Oqc69S2N8MI8p6j8Ps/BsAnnXO3tWn/CcCDAfzOTFVdLCr68s8gPd5+Bs3aLP/82/aybqYgc+PTAB4JAK3f02VoHs5PA7hKRLbbm+sq2AKNPUe7Svxw+/WHAby97TDfDeBSEbm4TX8SgBvmqudBRe73bweq1wC42Tn3y/PV8GAj9/s7517onDvPOXcRmnv/j4wcbwaFNvhrAH8lIpe1aY8E8NFZKnmAURgDPg3gQSJyYtsfPRI2Bk9GZV9+A4CntdEsHoTGneVzAN4C4NFtpJE7A3h0e27PYAryjBCR30UzAzpTRG5FsyLzEAA45/4DgJcAuF5EPgRAAPykc+4LIvJmAI9A45fs0Kxk/s8zmLBoVPz+9wTwWhFxAD4C4Lo27aiIPAvNw7gF4Dedcx/ZfwuWjXV/fzQRXP4JgA+1rz4B4EXOuRv3sfqLxy5+f8MeYZdt8GwAr2sJ3CfQKp2GeuxiDHhnOw6/F83C+ffBtqNeB8m+HMAFQN8GNwJ4HIBbAHwN7X3unPuiiLwEjWAFAC92zpUWXE6GbTVtMBgMBoPBYDB4MBcLg8FgMBgMBoPBgxFkg8FgMBgMBoPBgxFkg8FgMBgMBoPBgxFkg8FgMBgMBoPBgxFkg8FgMBgMBgMlROQ3ReTzIvLhirwPE5H3ishREXlCIv1UEblVRH5Nu5YRZIPBYNglROSYiLzf+/+iueu0VxCRK0TkNe3x0+OBRUTeJiJHCuVfLyKXbrqeBoPhwOJ6AFdX5v00gKcD+L8y6S8B8PaaCxlBNhgMht3j6865+3n/f6pLaAPcL7mvfRGAX9lF+V8H8Pw9qovBYLiDwTn3dgBBjGMRuZuI/FcReY+I/ImI3KPN+ynn3AcB7MTXEZH7AzgHwFtr/u6SO22DwWCghIhcJCIfF5HfBvBhAOeLyL8QkXeLyAdF5Oe9vD8lIv9TRP5URH5XRH6iPd8rsyJypoh8qj3eEpFf8q71T9vzD2/LvFlEPiYir2t3qoKIPEBE/oeIfEBE3iUip4jI20Xkfl49/lRE7hvZcQqA+zjnPlBh8+M9Bf3jIvLJNulPADxKRGxjKoPBsFd4FYBnO+fuD+AnAPz7UuZWpHhZm7cK1mEZDAbD7nGCtxPUJwE8F8ClAK51zr1DRB7dfr8Sza6YN4jIwwD8HZrtmu+Hpj9+L4D3KH/rOjTbrT5ARI4D8Gci0ikiVwC4F4DPAvgzAA8RkXcBeAOAJzrn3i0ipwL4OpotXp8O4DkicncAxyeI8BE0BN/HE0Xkod73SwDAOXcD2i3XReSNAP57e35HRG4BcN8K2wwGg6EIETkZwIMBvKnVAADgOKXYPwNwo3PuVq9MEUaQDQaDYff4unPOV2MvAvCXzrl3tKce3f7/vvb7yWgI8ykAfs8597W23A0Vf+vRAO7jLUA5rb3W7QDe5Zy7tb3W+wFcBODLAD7nnHs3ADjnvtKmvwnAvxSRfwHgh9D4+cW4C4DbonNvcM49y7P1bX6iiDwfze/xSu/05wHcFUaQDQbD7rEC8CW/z63AdwD4ByLyz9D0v4dF5G+dcy/IFTCCbDAYDJvB33nHAuDfOOd+w88gIs8plD+KwQ3u+Ohaz3bOvSW61sMBfMM7dQyFPt459zUR+UMA1wD4AQD3T2T7evS3ixCRRwH4fgAPi5KOb69lMBgMu4Jz7isi8kkR+X7n3JtaV7KiK5hz7indsYg8HcCREjkGzAfZYDAY9gNvAfBD7atBiMi5InI2mtXU3ysiJ7T+vt/jlfkUBtL6hOhaPyIih9pr3V1ETir87Y8DuIuIPKDNf4rnD/xqNAvw3u2c+5tE2ZvRulBoEJELAbwSwPc752IyfHeMXTUMBoNBhYj8LoA/B3BZG6LtOgBPAXCdiHwAwEfQTPS79Ra3opmo/4aIfGTdv2sKssFgMGwYzrm3isg9Afx56//2twCe6px7r4i8AcAH0LghvNsr9lIAbxSRZwL4L975V6NxnXhvq5zcBuB7C3/7dhF5IoBfFZET0Ci5jwLwt86594jIVwD8Vqbsx0TkNBE5xTn3VcXMpwM4A8D/09r4Wefc40TkHDQuF3+tlDcYDIYRnHNPziSNQr+1rmTnKde7HmmXsgDinKuonsFgMBg2DRH5OTTE9aX79PfuCuBtAO7hnBuFRWrzPBfAV51zr17zbzwXwFecc69Zu6IGg8GwzzAXC4PBYLgDQkSeBuCdAH4qR45b/DpC3+ap+BKA1+6ivMFgMOw7TEE2GAwGg8FgMBg8mIJsMBgMBoPBYDB4MIJsMBgMBoPBYDB4MIJsMBgMBoPBYDB4MIJsMBgMBoPBYDB4MIJsMBgMBoPBYDB4+P8B5Pq7fgb/WvwAAAAASUVORK5CYII=", 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" ] @@ -281,13 +281,6 @@ "plt.show()" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This is available as a jupyter notebook [here](https://github.com/contagon/SiPANN/blob/master/examples/Tutorials/Simphony.ipynb)" - ] - }, { "cell_type": "code", "execution_count": null, diff --git a/docs/source/tutorials/Simphony_files/Simphony_10_1.png b/docs/tutorials/Simphony_files/Simphony_10_1.png similarity index 100% rename from docs/source/tutorials/Simphony_files/Simphony_10_1.png rename to docs/tutorials/Simphony_files/Simphony_10_1.png diff --git a/docs/source/tutorials/Simphony_files/Simphony_15_0.png b/docs/tutorials/Simphony_files/Simphony_15_0.png similarity index 100% rename from docs/source/tutorials/Simphony_files/Simphony_15_0.png rename to docs/tutorials/Simphony_files/Simphony_15_0.png diff --git a/docs/source/tutorials/Simphony_files/Simphony_17_0.png b/docs/tutorials/Simphony_files/Simphony_17_0.png similarity index 100% rename from docs/source/tutorials/Simphony_files/Simphony_17_0.png rename to docs/tutorials/Simphony_files/Simphony_17_0.png diff --git a/examples/Tutorials/split_25_75.npz b/docs/tutorials/split_25_75.npz similarity index 100% rename from examples/Tutorials/split_25_75.npz rename to docs/tutorials/split_25_75.npz diff --git a/examples/Tutorials/split_45_55_1530.npz b/docs/tutorials/split_45_55_1530.npz similarity index 100% rename from examples/Tutorials/split_45_55_1530.npz rename to docs/tutorials/split_45_55_1530.npz diff --git a/examples/Tutorials/HalfRing_files/gdsView.png b/examples/Tutorials/HalfRing_files/gdsView.png deleted file mode 100644 index 58bb6d9e6de4171a569b59dcae94f92363f1f435..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 16535 zcmeIac|4Tu`!IaXG|JFIQ)m&9t!xz~im`=gD5(rt>XvMolrUN5Mnx)#QW|T7vX(*C z$z3Tbl7^5a$uddy?9XwI`}h66|Ga;^&*%L-e?8Y9KAq=zoX36~=W!m_HHBMHj8+J& z7r-!Vg^97jVGLU;hhg|<{7YfRJFp!s5YFqF9N~w@pZ~8g7_Ylvc>IE;=jjVRj$Tff 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b/examples/Tutorials/export_to_rst.py deleted file mode 100644 index dfd7570..0000000 --- a/examples/Tutorials/export_to_rst.py +++ /dev/null @@ -1,34 +0,0 @@ -import os - -""" -We write all of our tutorials in jupyter notebooks (b/c it handle images and plots natively and is easier), -and then convert them to restructured text. Run this file to do the conversion and put everything in it's -correct place. The only drawback is if you want to put inline images in, put the image in a folder -named {file}_files. - -Requires that nbconvert is installed on your system as well. -""" - - -def convert_jupyter(file): - # do initial conversions - os.system(f"jupyter nbconvert --to rst {file}") - - # remove previous and move data to static - filename = file.split(".")[0] - files = rf"{filename}_files" - os.system(f"rm -rf ../../docs/source/tutorials/{files}") - os.system(f"cp -r {files} ../../docs/source/tutorials") - os.system(f"rm {files}/**_**_**.png") - os.system(f"mv {filename}.rst ../../docs/source/tutorials/{filename}.rst") - - -def convert_all(): - # convert all posts - for filename in os.listdir("./"): - if filename.endswith(".ipynb"): - convert_jupyter(filename) - - -if __name__ == "__main__": - convert_all() diff --git a/pyproject.toml b/pyproject.toml index 5077d24..97e421d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -80,12 +80,10 @@ dev = [ "build", "pytest", ] -# doc = [ -# "sphinx-book-theme ~= 0.3.3", -# "jupyter-book ~= 0.13.2", -# "matplotlib", -# "numpydoc", -# ] +doc = [ + "jupyter-book == 0.15.1", + "numpydoc", +] test = [ "pytest", "coverage", From 9bcb1afb048812451c28e74f6a6074998f06e1b6 Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Mon, 30 Oct 2023 18:16:54 -0600 Subject: [PATCH 10/18] Add interconnect back --- SiPANN/interconnect.py | 43 ++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 43 insertions(+) create mode 100644 SiPANN/interconnect.py diff --git a/SiPANN/interconnect.py b/SiPANN/interconnect.py new file mode 100644 index 0000000..4ee81b5 --- /dev/null +++ b/SiPANN/interconnect.py @@ -0,0 +1,43 @@ +"""This file contains integration of SCEE into various other tools, allowing +for cascading of complex structures""" + +import numpy as np + + +def export_interconnect(sparams, wavelength, filename, clear=True): + """Exports scattering parameters to a file readable by interconnect. + + Parameters + ----------- + sparams : ndarray + Numpy array of size (N, d, d) where N is the number of frequency points and d the number of ports + wavelength : ndarray + Numpy array of wavelengths (in nm, like the rest of SCEE) of size (N) + filename : string + Location to save file + clear : bool, optional + If True, empties the file first. Defaults to True. + """ + # set things up + _, d, _ = sparams.shape + if clear: + open(filename, "w").close() + with open(filename, "ab") as file: + # make frequencies + freq = wl2freq(wavelength * 1e-9) + + # iterate through sparams saving + for in_ in range(d): + for out in range(d): + # put things together + sp = sparams[:, in_, out] + temp = np.vstack((freq, np.abs(sp), np.unwrap(np.angle(sp)))).T + + # Save header + header = ( + f'("port {out+1}", "TE", 1, "port {in_+1}", 1, "transmission")\n' + ) + header += f"{temp.shape}" + + # save data + np.savetxt(file, temp, header=header, comments="") From ab7b3527af928408388150fab80650ebb66f17a4 Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Mon, 30 Oct 2023 18:41:26 -0600 Subject: [PATCH 11/18] Test python 3.8-3.11 --- .github/workflows/continuous-integration-pip-master.yml | 2 +- .github/workflows/continuous-integration-pip.yml | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/.github/workflows/continuous-integration-pip-master.yml b/.github/workflows/continuous-integration-pip-master.yml index 793f355..b6f979f 100644 --- a/.github/workflows/continuous-integration-pip-master.yml +++ b/.github/workflows/continuous-integration-pip-master.yml @@ -16,7 +16,7 @@ jobs: strategy: matrix: os: [ubuntu-latest, windows-latest, macos-latest] - python-version: ['3.7', '3.8', '3.9', '3.10'] + python-version: ['3.8', '3.9', '3.10', '3.11'] steps: - uses: actions/checkout@v2 diff --git a/.github/workflows/continuous-integration-pip.yml b/.github/workflows/continuous-integration-pip.yml index 957e159..2db0d32 100644 --- a/.github/workflows/continuous-integration-pip.yml +++ b/.github/workflows/continuous-integration-pip.yml @@ -20,7 +20,7 @@ jobs: strategy: matrix: os: [ubuntu-latest, windows-latest, macos-latest] - python-version: ['3.7', '3.8', '3.9', '3.10'] + python-version: ['3.8', '3.9', '3.10', '3.11'] steps: - uses: actions/checkout@v2 From f6c0a4735442ae1c260b1542686ead8ac6406a3e Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Mon, 30 Oct 2023 18:45:11 -0600 Subject: [PATCH 12/18] Include missing fucntion --- SiPANN/interconnect.py | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) diff --git a/SiPANN/interconnect.py b/SiPANN/interconnect.py index 4ee81b5..5ea971f 100644 --- a/SiPANN/interconnect.py +++ b/SiPANN/interconnect.py @@ -4,6 +4,25 @@ import numpy as np +_SPEED_OF_LIGHT = 299792458 # m/s + + +def _wl2freq(wl): + """Convenience function for converting from wavelength to frequency. + + Parameters + ---------- + wl : float + The wavelength in SI units (m). + + Returns + ------- + freq : float + The frequency in SI units (Hz). + """ + return _SPEED_OF_LIGHT / wl + + def export_interconnect(sparams, wavelength, filename, clear=True): """Exports scattering parameters to a file readable by interconnect. From 4ffafcfcd6940988f4f78b77b3cc24425d9f8112 Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Mon, 30 Oct 2023 19:16:03 -0600 Subject: [PATCH 13/18] Fix missing function...again --- SiPANN/interconnect.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/SiPANN/interconnect.py b/SiPANN/interconnect.py index 5ea971f..97a7af7 100644 --- a/SiPANN/interconnect.py +++ b/SiPANN/interconnect.py @@ -43,7 +43,7 @@ def export_interconnect(sparams, wavelength, filename, clear=True): open(filename, "w").close() with open(filename, "ab") as file: # make frequencies - freq = wl2freq(wavelength * 1e-9) + freq = _wl2freq(wavelength * 1e-9) # iterate through sparams saving for in_ in range(d): From 8d95df9cd00382006e9eaeb8afc7c876e55c90e5 Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Mon, 6 Nov 2023 19:34:55 -0700 Subject: [PATCH 14/18] simphony is not a dependency --- pyproject.toml | 1 - 1 file changed, 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 97e421d..a7c51ba 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -62,7 +62,6 @@ dependencies = [ "scikit-rf", "numba", "numpy>=1.22", - "simphony", "nlopt==2.7.1", "matplotlib", "tables", From a3fdfff18365a9333fd2a32ea2756b964df06cd4 Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Wed, 27 Mar 2024 17:01:24 -0600 Subject: [PATCH 15/18] Update README --- README.md | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/README.md b/README.md index 74440b6..0817766 100644 --- a/README.md +++ b/README.md @@ -47,6 +47,12 @@ by first setting the environment variable: export CUDA_VISIBLE_DEVICES=0 ``` +This package also depends on ``nlopt``, which does not currently provide PyPI +builds for M-series Macs. If you're on an M-series Mac, you'll need to install +``nlopt`` manually. + +```{bash} + ## Developmental Build If you want a developmental build, it can be had by executing From a55aba335eb00c4206f2069ad9a891a37958b1db Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Wed, 27 Mar 2024 17:01:48 -0600 Subject: [PATCH 16/18] Update dependencies --- pyproject.toml | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index a7c51ba..19ae684 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -57,12 +57,12 @@ classifiers = [ ] dependencies = [ - "tensorflow", + "tensorflow >= 2.0.0, < 3.0.0", "gdspy >= 1.5.2", "scikit-rf", "numba", - "numpy>=1.22", - "nlopt==2.7.1", + "numpy >= 1.22", + "nlopt >= 2.7.1, < 3.0.0", "matplotlib", "tables", "tqdm", @@ -72,7 +72,7 @@ dependencies = [ dev = [ "pre-commit", "matplotlib", - "bump2version~=1.0.0", + "bump2version ~= 1.0.0", "flake8", "pytest", "coverage", From 601d24921f6a5a87e58f3a6e5ef3494bade9fb50 Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Thu, 28 Mar 2024 19:00:37 -0600 Subject: [PATCH 17/18] Update makefile commands for building docs --- Makefile | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/Makefile b/Makefile index 31d0fdb..386f649 100644 --- a/Makefile +++ b/Makefile @@ -5,7 +5,10 @@ install: pre-commit install book: - cd docs && make html + jb build docs + +serve: + cd docs/_build/html/ && python -m http.server 0 lint: flake8 From cc3b9caea29120b6b95e28d11f0baf22dc5561bc Mon Sep 17 00:00:00 2001 From: Sequoia Ploeg Date: Thu, 28 Mar 2024 19:01:01 -0600 Subject: [PATCH 18/18] Update docs --- docs/installing.md | 35 +++++ docs/installing.rst | 37 ----- docs/tutorials/Simphony.ipynb | 269 +--------------------------------- 3 files changed, 37 insertions(+), 304 deletions(-) create mode 100644 docs/installing.md delete mode 100644 docs/installing.rst diff --git a/docs/installing.md b/docs/installing.md new file mode 100644 index 0000000..c7aedbd --- /dev/null +++ b/docs/installing.md @@ -0,0 +1,35 @@ +# Installation + +SiPANN is distributed via [PyPI](https://pypi.org/project/SiPANN/) and can be +installed with ``pip``: + +```bash +pip install SiPANN +``` + +## Developmental Build + +If you want a developmental build, clone and install the package to your +environment in editable mode: + +```bash +git clone https://github.com/BYUCamachoLab/SiPANN.git +pip install -e SiPANN/ +``` + +You should then be able to run the examples and tutorials in the examples +folder and import SiPANN from any other python file. + +````{note} +If installing on Windows, one of SiPANN's dependencies, ``gdspy``, requires a +C compiler for installation. This can be bypassed by first installing the +``gdspy`` wheel. This is done by downloading the wheel from the +[gdspy repository](https://github.com/heitzmann/gdspy/releases), navigating +your terminal to the location of the wheel, and executing + +```bash +pip install gds*.whl +``` + +After this simply install SiPANN using your desired method. +```` diff --git a/docs/installing.rst b/docs/installing.rst deleted file mode 100644 index 9b6af8f..0000000 --- a/docs/installing.rst +++ /dev/null @@ -1,37 +0,0 @@ -************************** -Installation -************************** - - -SiPANN is distributed on PyPI_ and can be installed with ``pip``: - -.. code:: console - - pip install SiPANN - -Developmental Build -====================== - -If you want a developmental build, it can be had by executing - -.. code:: console - - git clone https://github.com/contagon/SiPANN.git - pip install -e SiPANN/ - - -This development version allows you to make changes to this code directly (or pull changes from GitHub) without having to reinstall SiPANN each time. - -You should then be able to run the examples and tutorials in the examples folder, and call SiPANN from any other python file. - -.. note:: - If installing on Windows, one of SiPANN's dependencies, ``gdspy``, requires a C compiler for installation. This can be bypassed by first installing the ``gdspy`` wheel. This is done by downloading the wheel from gdspy_, navigating to the location of the wheel, and executing - - .. code:: console - - pip install gds*.whl - - After this simply install SiPANN using your desired method. - -.. _gdspy: https://github.com/heitzmann/gdspy/releases -.. _PyPI: https://pypi.org/project/SiPANN/ diff --git a/docs/tutorials/Simphony.ipynb b/docs/tutorials/Simphony.ipynb index eb56791..faaf003 100644 --- a/docs/tutorials/Simphony.ipynb +++ b/docs/tutorials/Simphony.ipynb @@ -11,274 +11,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "SiPANN includes a module that wraps all of the models produced by SCEE for easy use in [simphony](https://simphonyphotonics.readthedocs.io/en/latest/), allowing for cascading devices to make complex structures. This gives the user multiple options (Interconnect or Simphony) to cascade devices.\n", + "[Simphony](https://simphonyphotonics.readthedocs.io/en/latest/) includes a module that implements all of the SCEE models produced by ``SiPANN.scee`` for easy inclusion in simulations. This allows for the cascading of devices to make complex structures, giving the user multiple options (INTERCONNECT or Simphony) to cascade devices.\n", "\n", - "The SCEE wrapper can be found in `SiPANN.scee_int`." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from SiPANN import scee\n", - "from SiPANN.scee_int import SimphonyWrapper\n", - "\n", - "from simphony.library import ebeam\n", - "from simphony.netlist import Subcircuit\n", - "from simphony.simulation import SweepSimulation, MonteCarloSweepSimulation\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "\n", - "def pltAttr(x, y, title=None, legend='upper right', save=None):\n", - " if legend is not None:\n", - " plt.legend(loc=legend)\n", - " plt.xlabel(x)\n", - " plt.ylabel(y)\n", - " if title is not None:\n", - " plt.title(title)\n", - " if save is not None:\n", - " plt.savefig(save)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Standard Simulation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First we'll make our device like we always have using `SiPANN.scee`." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "r = 10000\n", - "w = 500\n", - "t = 220\n", - "wavelength = np.linspace(1500, 1600)\n", - "gap = 100\n", - "\n", - "hr = scee.HalfRing(w, t, r, gap)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Simply put our device into the simphony wrapper." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "s_hr = SimphonyWrapper(hr)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Then use in simphony like you would any other device. Here we'll make a ring resonator as an example." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "def make_ring(half_ring):\n", - " term = ebeam.ebeam_terminator_te1550()\n", - "\n", - " circuit = Subcircuit()\n", - " circuit.add([\n", - " (half_ring, 'input'),\n", - " (half_ring, 'output'),\n", - " (term, 'terminator')\n", - " ])\n", - "\n", - " circuit.elements['input'].pins = ('pass', 'midb', 'in', 'midt')\n", - " circuit.elements['output'].pins = ('out', 'midt', 'term', 'midb')\n", - "\n", - " circuit.connect_many([\n", - " ('input', 'midb', 'output', 'midb'),\n", - " ('input', 'midt', 'output', 'midt'),\n", - " ('terminator', 'n1', 'output', 'term')\n", - " ])\n", - " \n", - " return circuit" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "No handles with labels found to put in legend.\n" - ] - }, - { - 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a2Yx8KYVSxcFU0b0+1prHtb05PPWM5XjR+WvwnLNWIv0kjs2hqSK+fvch/OTR43jo8ETV/zKbttCRTaE9437lMilk0pZrk7hOr2UBGcvy7RKB7zxre0q2E3mtYivMlN0bpalipWq9sgTYsboHz96xAq956kZs7O84JbscR+Hnu0/ihp2HcMcTwxjPlyM/b0tb6OvIIJdJeedWyr+h7Ei59rmBA/EDCIC+0fb+hoJ/Y16xXbumKxX/ecl2MFkoYyJfQb5sR/5+eyaFy85YjlddugEvOHfVk5q7xUZOtezFKX24yGYAN86SpPcpAD9TSn3Ve/4YgGcppeaMIF966aVq586dDRjt6WE7Crc9fhK3PHQMv3h8CIfHgoXSEmBldw59HRn05DLo8u6OcxnLjxDoR6WUv9AXvejXVKGCkekShqeLGJkuRRaqrSs68YwzV+DFF6zBxRuXLXj0wHYUfvbYCXzz3sO4/YkhjM24J50IsK6vHSu73ejMso4settDJ1/G8i4GViQiqe+2ixUH095CqB9PThZxZKyAYxMF3yntbkvjmTtW4OUXr8ezdqxYMPuUUvjVE8P48l0H8ZNHj6NQdhervo4MNi7vwLq+dizvzKKvI4O+9iy6c2m0ZSxkU+4FLpu2kPVOcEfBvYh59jnKjbhou3Tk7+RUEUfG8jg8mvcdhGzawjPPXIHXXb4RzzxzYezbfXwS/+8Xe/G9B476i9S6vnZsW9mFtX05rOhqw0B3G3rbM+5FIOte5PR8uRH/YKG0RKDgOqbFsoOS7UaLiraDfMnGyHTJ/zo2XsDjJyaxf3gGtqOQSQmec9ZKvPWZW/GUjctOy67xfBmf+vkT+PrdhzA8XYIIsH1lF84Y6MSm/k6s6slhWUcGfR1u9KKzLY1syvLnKpu2kElZEIlGR9xH9/tSxQki6mUbhZKNiUIZJyeLODFZxNHxAnYfd28SixUH2bSFl1+8Dv/7uduxprf9SdmllMJ3HziCf/vx49g7NA0RYNuKLpy7tgcbl3dgbV87Vva0oTuXQXcuje5cBp1Zd67SKXEv1HXeRJYq7pxNlyqYKbkRwMlCBccnCjg6XsCRsTwePTqBh45MoFRx0N+ZxR8+exvecMWmJ+UoHxqZwd987xH8+NHjAIAtA524aEOfH1Fa4R2Hyzq9c8ybqyd7HiilUPYu1IWyjbGZMoan3HXzyHgBe05M4dGjE3jw8DhsR+GiDX1432+fi4s29J3S33Echf/3y73495/uwWShgjW9OVy8cRnOWduD9cvasbonh1U9OXR7N/9t6SdvUy30PE6VKhjyjsuj4+7c3XtwDHtOTCGTErzp6Wfgz59/JtrS9e8M7DkxhXd+4wHce3AM7ZkUrtzaj/PW9WL7qi6s6c1hoMvdTenMNm4H0HEU8mXbvy4MjuZxcGQaDwyO484nhjE8XcKZq7rw4VdehPPX99b1mUopfPaX+/DhH+5GvmzjwvW9eNqWfuxY3Y1N/Z1Y2d2GFd1tyGUWZxelVHEwUSj714RdxyZx9/4R/HrfCCwB/ujZ2/DHz91e1//4xEQBb//qffj1vhEMdLXh2TtW4OJNy7BloBPrl3dgeUd20XaHNKWKg7F8CYOjeewfmsYDh8bwk10nMDiax4Ub+vDx1z4F65ed2k1AoxCRe5RSl1a93kQH+UUA3ga3isXlAD6qlLpsvs9sNQdZKYVv338Y//rjx3FgeAZdbWlcvX0AF27ow3lre7F5oAOrenILEoUBXIf1yFgee05O4bFjk7jjiWH8eu8wihUHF67vxXtfci4u2XR6jojmzr3D+OvvPIzHjk+ivzOL55y1Ek/b0o8L1vdiw/KOhi0k7rbXDB44NIa794/gh48cx8h0Ceev68WHXnEBzl7Tc1qff3yigHf81wP4xeNDWN6ZxbXnr8ZV21bg4k19WNldfwmY02F0uoTfHB7HrbtO4OYHj+LEZBFXbRvAv7zqQqzseXJjsB2Fj/xoNz758yeQTVl46UVr8byzV+HyLcvRncsssAVzU6zYuO/gGH78yHH8972DGJ0p441XbsZfvujsJxU5uHv/CP7Xf96L4ekinn/OKvzOxetxxdZ+9CyyXZqK7WDngVF85/4j+O97B9GWsvBv112E55y16pQ+p1C28Wc33I+bHzyGs9f04E1P34wXnLMavR3NsUtTrNi4bfcQvnDHfvxyzxAuP2M5Pv2GS9HbXv+4bt8zhDd/cScEwB9cvQWveuoGrOt7cjcRC814vozvPnAEH//pHgxNFfEvr74Iv33h2rp+13YU/ujL9+IHDx/Ds3eswNuesx0Xb+xrKbnY48cn8Zlf7MUNOwfxtC3Lcf2bLqtrvX74yDiu+/SdSFmCd7xgB15+8fpFcxjrpWI7uOXh4/iHmx7B6EwZX/r9y3Dp5uXz/t4/3bILH7/1CTzv7FV4z7VnYeuKrkUY7alzbLyA93//UXzn/iN409M3469fcu6c7x+fKeMV/3EHDo/l8ZcvOgevuGR9y0oZbEfhew8cwV995yEs68jie2+/6pTWlEax6A6yiHwVwLMADAA4DuCvAWQAQCn1H16Zt48BuAZumbc3KaXm9XxbyUHOl2z8ydfvwy0PH8d563rwh8/ahueevfKU7tYXguliBd+67zA+fuseHJso4B3P34E/fNbW01qwP/fLffj7mx7B+mUdeMcLduCac1c37aQr2w6+c/8RfOD7uzCRL+Oj112Ea857cvmce05M4TWfvhPTxQre8YIdeN3lG5t+AShVHHz1roP4wPd3oac9jW+89UpsWH5qd9ZKKfzp1+/Ht+8/gldcsh7/99qzsaxz8eQ3czFdrOCfbnkM19+xH9eevxofu+7iuiOeAHD/oTG85tO/wprednz0NU+pO2K0WBwcnsEffuUe7Do6iS/+/mW4cutAXb+nlMLbvnofbvrNUbznhWfhzVdvOaX/y2LxrfsG8c5v/AZP29KP6990WV2Sp31D07j2336Bjcs78Pk3PRVrW8QxjjOeL+PNX9yJew+M4r/eekVduxwf+sEufOJnT+AvrnXnrJUc4zjfvHcQf3bDA3j90zbi7192/pzvnS5W8PyP3AalFG546xUtE92bjROTBbz6U+5a/tN3PGtOqdNtu0/iDZ+7C6956ga8/3fOb+k5A9y14W9vfASfv30/vvh7l+EZZ66Y9b3v+eaDuGHnIXzpFNaeZnPPgRG86lN34rrLNsx7XC4GsznIXiJOcr4uueQS1QoUy7Z69afuUGe8+0b1qZ/vUbbtNHtIarJQVm//yr1q07tuVP/xsz1P+nO+ftdBteldN6q3fPFuNVkoL+AIT4+hyYL6Hx//pdr6npvUzv3Dp/z7YzMldeX7f6Iu+bsfqV1HJxowwtPjkSPj6sK/uUU998M/U4Vy5ZR+9zO3PaE2vetG9dEf727Q6E6f//jZHrXpXTeqz9z2RN2/ky9V1JXv/4m66oM/UScnCw0c3ekxkS+pZ//zreqyf/iRGs+X6vqdGx84oja960b1sZ8+3uDRnT5fvvOA2vSuG9WXfrV/3vc6jqNe8cnb1QXvu0UdHcsvwuhOj7GZkrriH3+sXvTR2+Zdx/ecmFRb3nOTescN9y/S6E6fv/nuw2rzu2+cd8372E8fV5vedaO6a9+pr63N4p4DI2rTu25U//6T2dc9x3HUiz56m7rqgz855XW1mRTLtnr6B36i/sfHfznre46N59XW99yk3vvtBxdxZAvDu//7N2r7/725JdZ1ADtVDX+zNePwCeCDP9iFO/eO4J9feSHe8oytLRH56WpL419ffRFefMEafOAHu3DPgdFT/oyDwzN473cfwlXbBvCx11684AlWp0N/Vxuu/73LsKYvhz/5+v0oxJIA5uMD39+Fo+N5fOYNl2DH6u4GjfLJc/aaHvzrqy/CnhNT+MStT9T9e0NTRfzzDx/D885eibc9Z1sDR3h6vOUZW/Dcs1biIz/ajeGpYl2/85nb9uLwWB7/9IoLn3TC0WLQncvgX199EY5PFPHZX+yb9/0V28H7v/8ozl7Tg7c+c+sijPD0uO6yDbhs83L8+08fR2WWBDHNnXtHcPf+Ubzj+Wdide/iSJZOh972DP70t87EQ4cncMcTw3O+9/rb9yNtCd71wrMWaXSnz9ufsw3ZlIUv/Gr/rO+xHYUv3LEfV28fwFPrkCu0ChdvXIartg3ga3cfilQ7CfPI0Qk8dHgCb756y6Lv7p4O2bSFN165GfceHMP+oema7/nWfYdRcRR+76qFqfu7mPzPKzehVHHww4ePN3sos2Ic5CfBY8cm8fnb9+F1l2/E71xcf1eWxcCyBB98+QVY1Z3DX337oVkXjdn44A92ISWCD73iggXTTS8kPbkMPvjyC3BoJI8v/epA3b83ODqDr999EG+4YvNpJ4s1kmftWIlrz1+Nz/5yHyYK5fl/AcCnb9uLUsXBX1x7dktvHYoI3nPt2Zgu2fjSnfPPXani4Au/2u9r31udC9b34Xlnr8RX7jo4rxP5890nMTiax/9+zraWKgE4GyKCP7j6DByfKOKnu07M+d5v3DOInlwar7x0wyKN7vR5yYVr0ZNL4xv3HJr1Pa7U6zCuOW91S9+sxVnWmcU1563G9x88OmtFnvsPjeLEZDFRc6b5nYvXYXA0jwcPj9f8+Q8eOoaUJXjxBfVpzFuJF57vSglvefhYzZ/ftvskzl7Tg039nYs5rAVhx6purOtrx88em3s9aSat5wElgI/8aDc629J4x/N3NHsoNelsS+Od1+zAI0cn8LPd9R98g6Mz+P5DR/G7V2xuWc0gAFy5dcBNPLljf903AF/61QGICN78jC0NHt3p89ZnbsVUsYLv3n9k3veWbQffuGcQ15y3GltaNOkkzLaVXXj6tn58455Bv77mbNy2+ySGpkp4/dOSUdoRAF5xyQacnCzOG4m86cGj6OvI4HnnnFpSXzN5zlkr0Z1L4yePzr6mlG0HP370OJ53zqqma/tPhVwmhd86ZzVue3xo1jXlN4NjmChUcM25qxd5dKfPs3esxOhMGQ/N4kTeuuskUpbgmXNoXVuVp29zdbd37avdl+zu/SM4d20PlrdITsapsK6vHWcMdOLeg9W7wYWyjZ0HRvH0ra0fPKiFiODKrf3Y+SR2uhcL4yCfIkNTRfz40eO47rKNLZMEVYuXXLgWq3ra8JVfH6z7d75610GICN5wxaYGjmxheO3lm3B4LI87983tiABuyaBv3XcYzz1rZctk0c/F+et6sWVFJ25+cP6eOXfuHcbIdAkvu2jdIoxsYXjJBWsxOJrH4yem5nzfrY+dQGc2hau2Jeei/awdK5BNWfjlnqFZ36OUwi8eH8LV21e05C7NbKRTFq7ePoCf7z45683NrqOTGM+X8ewdKxd5dKfPFVv7MTJdwu4TkzV//ivvpufyBOxmxLlymzvmu/fXdiIfGBzDWau7W6KiwKmyqieHTf0duKuGbRXbwQOHxnFxC+8azsd563rx0OGJqtf3DU2jVHFw4SmWKGwldqzudkvY1im5W2ySszq3CN/2ND+vvKS1pBVxMikLL75gLW7bPVT3Vv0tDx/H07Ysb+noseZ5Z69ENmXhp3NEszQPHRnHickiXpCQyI+I4AXnrsav941gplSZ872/3DOETEpw9fbkOJFXbXcjPr94fHYnUv/8iq0DLVuyqBa5TAoXbezznalaPHFyGicni7hqW/Icradt6cexicKsjT7uP+RGg56yMXkX7cs87e29B8Zq/vyBwXFsXdGZyEjkym63fvFjx6qdf6UUHjkygXPXnl75zGZy3tpe7Klxw71/eAb5so0LWqzyzalw/roeHB7LY2S6FHn9iZOuva1arq4etq9yc4FqzV0rkJwrT4vww0eO45w1Pf7EtjLXnLcaJdvBHXNEszSHRmaw58QUnnuKdVybRUc2jcu3LMfPd5+c972373GdlWfuSI4TefkZy2E7CvcdrH2x1ty1bwQXrO9b9CLwp8P6ZR3YsLwd986xtTY2U8LBkZkFq+m9mDx18zI8cnQCxUrtJNJHjrrRoPPWJe+irWuQP3q0OqIFAPcfGsdAVzYROzVx1i9rRy5jzXqxfuLEFLavbP11fzbOWt2N3cerHZ+02dEAACAASURBVOQTXuvoc06zvnwz2dTfgUMjM1Xa/0MjM97Pk6fR1Wxb6TrA+2KJek+ccJsKnTGQXNu2e7btNg5y8pkuVnDfwVFcfWYyag1euL4PuYyFO/fW3lYLs/OA+54rEqRnumzzcjx+YmreCPkDh8awqb8jUYk1F29aBktm3xIFXL3nQ4fHcWkCnchz1vTM6mQBwCNHtBOZvIv2mau6YTuq6oKm2XV0AmlL/AtfkjjLq/7y6NHaMoQnTk7hzFXdLZ0sOhuWJdgy0OVH5sKUKg4OjMwkcs40Z67qxu7jU1Ua6wPDrhOZhByG2dg80ImKoyIdbAHgoOcgb1ievBs2zUavJv7Bkeh6sndoCmt72xMVHImzpjeHbMrC4dHaLdqbjXGQT4H7D42hbKvEFOPOpi1cvHGZ7/zOxb0HxtDVlsaZCYiMay7wtFezJZ5o7j80dsqtZJtNT85teV0r4qM5MDyNsq1asmTdfJy9pgf7hqdnlZA87DnI565NXpRVn0O7j9eOijx2bBJbV3QlquSUpjuXwdre3KxR1kMjM9jU39oNJuZi28qumrYdGJ6G7ahEO8gbl7cjX7Yxlo8GFI6Ou87J2r7WL8k3G5u9CPF+z9nXHBqZQS5jYUWCgiNxtOTx6HhU1nRyspiIMopzISJY0d2G47NItpqNcZBPAe2IXZCgrdHz1vVi9/GpectO/ebwOM5b15OIklOa8715eHBwdgd5fKaMYxOFROrrtq3snlObpR2wJN3UaM5a3Q2lZteeHRiZRl9HJpF6zzMGOmEJsGeWm5tDo8l2Itf2tftOVZipYgXD06VT7gLZSmzq78DR8XxVOTQdmVy/LLmRSN3CPu6MHPMcr9W9ybVNR4gHR6MO8sGRGWxY1pHIHQ1NRzaNrrY0TkxEE9lGpkuJXB/jrOpp84/BVsM4yKfAQ0cmsK6vvaWrV8TZsaobpYqD/cO1t3sBN0lj74mpxDlayzuz6O/MzmnbPu9nZwwkL/KzbWUX9g1Nz3pzs/v4JESSmaSh29geGau9tTY4mk+sM5LLpLCqJ4fDY7UX/aNjhUQkws7Gmr72qmgW4DYZAoBNy5OriVzR3QZHoSohamiq5P88qaz0xn5iMupoHR0voLst3VJNoU6V/k7XtqHJ6LwNT5ewsie5c6ZZ0d2Gk7FKD0NTJfQnyBeZjf6uNozOlOZ/YxMwDvIpsOvoBM5JWCRSb7/vqpG9rDk5WcRksZJIR2tTfwf2D83M+vN9Q26E8oyB5EW1tq7oRNlWGJxFnzU4mseq7lwiNWg6iWs2J3JwNI/1fcmbM82qnhxOTFbbNlEoY7JYwZoEb42u7c3h6HihqtSbvtlZl9AbGwD+VvzJmBOpnycpjyHOym73mDtRI4Kc9K36bNpCb3sGQzEncjxfTmTpujgDXdlIKTTHURid4YggL+vIYGymvkpbi41xkOvEcRQOjMwkLmNUa+Zma1UJAHsSXC5mc38nDswVQR6agSVI5LbvbNozzfGJAlYl9MLW15FBeyZVMzlDKYXB0ZnERpABd9uwlq7uqHdDkOgIcm8OpYqD4ViUdcSLAiU5qjXgRVmro3VFdGRT6ExwlFVHUuMR5OOTBYoo60BXFsPTUdvGZjgc5N72DMbzQb7GRKEM21EUDnJfRxZjeRNBTjTHJwsoVRw/ozQp5DIpDHRlq7J7w/hbownURW7q78TRiQIK5doltQZHZrC6J5fIhKhV/gVtlq368QLW9CTTQRYRrFvWXlNiMTpTRqHsJNqJXNWTw/GJ6uL3RwgSorRWNa4bHPMc5CRJ0OLoCPJQjQhykuUVgHst6MmlqyLIk4UKkRMZRCKVUpjIl9HbntzjUdPbnsV4SIagb077uxhsy6BQdma9hjcT4yDXid7G35zAeopr+9pn3aYH4F/IVyXQ2Vrbl4NSqEpg0JycKmJFAu0CgvmYLYEh6Vuja3pzNZO9Rrwo0ECCHZJVPTmM58tVi/4QwVa9vijHdboj02VkUxY6Eyj50ayYI4Kc5DnTLO/MYjS2nT1ZKCdaf6zpbc9gIhRlzZdtlGyH0vnX597yzuQfkz3e/EzkW09mYRzkOtEFx5MWQQZcvedcEeRjEwUMdGUT1bFMM9uWqObkZNFPTkka3bkMOrOpml3LJgtlTCVcy1rrYg24jhbgatOSij7m4jKLiYJ7AU/yRXtZh+sgxxNrRqdLWNaZSXTFgM62NNozqaoI8jBJQlRPewaTsbrxU4UKunPJPR41PTEnUn/fl+B1RNPbnsF0yUbZS9ie8taR7lzyb2y62twb6pmSiSAnFn2hW9WbPGdrXZ+7lR1PqtEcnyj4CRxJw98SncVBPpHwrdFVPbma0XGtI0yydnBZR9bflg+jHS/tiCWRPm/s4YgWEFy0k+yQ6BuXeGLNyEwp0XOm6WlPVzUfmipyOJHdubR/kwYAtqMwXbIpHK14lFUfn0m+GdV0xpxIvTPVnknubo2mI+see9Oz1MRvJsZBrpOTU0X0tmcSqWVd3ZtDoexUXaw1Sd6q97dEJ6udyLLtYGS6lNgIMuBGyGvZ5kdHEqyv623PYKJQqao5y6Bl1VvW8WjdRL6M7lw6UfXG42iHIy6xGCNxkLtzGUwWomvlTKniOylJpieXiWxl60gkg8SiO5fGVLHiB4K0g9xH4SC786MbK+U9BzlH4CB3age5aCLIiSXJW/WzbYlqTkwWEqk/BuBn8daKIA8T1C51nchqGYJ2kHsSvPjrrc+49oxBYqEjchOF6ghy0iNaaU9nPFWM2sbSuKA7l65ykKeLth/pSjLduXQkyjpZ9NYRguh4RzYN21EoeTIEvW4meY3UdHi6fu1EFsqujRQRZO/G00SQE0ySs5j1RWukhoPsOAoj0yUMJDQbNpOysKyjuv4lEDjNSU6u6W2vjmYBgVOZZGdLO8jx1rdjMyVk01aiF3/tcNSKICd5zjRdubQffdRMFioUW/XduQwmQ85/qeKgZDuJTj7UdLalkQ9pPfXa0kUwb3q9mCnGZAgE86ZvzvTcBRHk5LtwOoI8YyLIyeXkVHIdZL1VPTpd7SBPlSpwVLIdrYGutqoOSgCHExnfEtUw2KblIXEd8uhMCcs7solO9tKOYjzKyhBBBtwt+alYxCdftimcke62dOTGRjslHQQyhI5sCjNl25ch6OOT4cZGR1lnPOexWHGjrG0JTD6Po2/OdJS1QCSx6MiaCHLiOTlZ9BPCkobOvo5rBgFgfCb521A97Rl/qzDMBIG+rqc9jclitU53nMBB7p01glxOfOa5jsjFo/9UDnLMtnzJ9i92SaYjm4pEWfWFmyGCHJch6BuBJK+RGn1zlvfmSzvISazOFCewzXP+yzZEOJz/Ni8KruerlUj+f3cRKJRtzJTsxCYN+RHkGhILBker1sUaCBb/JOvrZtuqH8+X0Z5JJXrx18kz47FqCDMlO9EdywBX+pPLWDXnLcnHo6bLS4jSlG0HFUclWhaj6cimIiWndGJU0o9JIIg4akdr0i8Xlvxj0t+qDzmRABKZWB+nI2Zbvmwjl04lepdN05Zy56dkHORkknSxf2c2hWzK8pOfwlA4yLl0RDOomSSoFRkUUa+ORPa0J9cuIGRbIe4gVygcrVrVEKaLFQq9Z2c2jenQOceUVZ/Lpnx7gCAxiqGKhS9D0I6Wlo9QRMejtjFJLHQgpGQHSXoM+mMgHEE2GuREoi9yPQm9sIkIlnVmamqQGRzknhoJQ0Cgr0uyQ9LjV0OIJ3slvz1s/IKmyZcdDi1rjWoIhYpD4fznMqlIl8BCiSchqj2TQqni+LImLbFgqGKhzzl9A6AbTyR5J0rTlonaViJykLUNRa96Rb5sU9yMAkA25Tn/JoKcTHRCVJK3RrtzmaqEIYDDQe5qS9e0bbLgyhAyqeQe5rO14ZwoJH+r3t0iBGaKcS0rTwQ5fGNTsV2ni+GC3Z6JRln1TQ7DvMWdSD+CTOAgt8ckFjrKmuQ1UqPPK+1oFSsOsimLQoYQRJBd2wplm+JcAwDLEmRSYjTISYVhq74zm6qZJcrhIGcwU7KrEtkmC8nfztZOcLUMIfkVAyxL0JFJ1YggcyR7dca0rAXvAsAQ+WmPJbLliTp7xZ1IrUHuIJBY6GOv4EeQ3TUzS+kg2xQ3o0DIQa5oB9nxI+YMtKVTJoKcVHyJRYKdyI5sumadwfF8GWlLEu2QdM1SUouhLqvOLo93GSqQbLG1Z9OYjjnIMyUO26pkCES1S13bggtanqjmbHus5ixTBDnuaDFJLOK2FSuOr29NOr7EohKOIHPYBrhzZzTICUVH75LsbHW21Y4g66ShJG9DdbfVdpAnCuXEZ2fnsu4pOlOOLh5FEi1rZ1vKj9BpWMqF5TJWxEEOkoaSb1t7JoWSHeh0C0QSC30DU6hEmzIw2KadyKLnGJcqDixBolufa+IyhFLFoTjXgCDCH3aQGYIImra05eurWwnjINcBQ7mwjljWuSZfSr6WyY8gxxKipooV33lOKjoxqBCXIZRsikhkeyYViY4zlQuLR1m1s8wQ1Wr3bty0TTNESXrxpCEdZc2kCZzIGrYxRI+B4MazGGoUwiKxEBFk05Y/b3kiDTLg3tzoG5tWguPoaTAT+QpSCZchdLZVb2UDHCdalx9Bjup0GSKRfvvU2NwVKhwRhFwmFdlaY3K04rYxdb+KH5eUUVbPGal4F+60lfzLZa1ENoYEPaA6glws2zTOPwC0pQIZgokgLw48R08DmSyU0dWWbBlCZzZVVS0A4DjRZuta5mrQkm1bynIjB/kypwY5l4kujAUiLWsuHY0gM9Vl9aN1MRkCwzFZrdN1ZSSZVHLXf03c+S/bDkWCHlAdHWeKIAOIRJDZbEtbFiqOcZATyUBXGy7a0NfsYZwWHW1pzJRtOLFKD/ly8qsh5PyLdfQEK5Zt5AgWEbf1beD8K6W8QvHJnjfAdbRqRZCTHvkHXOc/XzNJL/m2abmBdh61bQzz1haLRJZtB2lLEh0g0dRK0mOJsuobGG0bkwYZ8KKs/q6GQprghk2TTgkqMd+kFUi2QHORePtztzd7CKdNZzYFpdyt+XDB+zxBW9/ZerkXSLKY4zVntZ0MGmQ3kS1UDcFP9kr2MQm4jrDtKJRtdxtbR8oZHORsrD1snkgaE7et4vA4I9phLFWCZhosEgsRiTiRxUryr21h0inLT4qtOA7SJPMGAGlLqsq0tgI8/2HDnHTOUumBoaRW0GUoVumhbFNEEFwHuVqGkCOwLR5Bzpfd45PB0fKrIfhJQ16SHkHErlZdVoCjQoeOjoejrBkC/TFQrdMt24omggzocmHRRiEspC3xE0YrjkKGoPKIJm1Zvm2tBM/RY5iTTq/IfbwWMkNHnriuTlOscPSrd7Vn4a16nkhkLmNF5o1JYqEvzoEMgWfe/O1s/4LtQFjKhWktqx20Y86QOJG1dLosEWTA7QiotaxMdZABV4bgR5BthRTJTRsQta2V4PkPG+ZEyyritZAZqli01dAgV7xyYQwRrfC2IRBuypD807ctHW2mUfQjkcm3TTtV5VB7WIBDGhOPIFcchTSBcwzUsM3msS2u03WT9DhsA9wbNO1osWmQU5bl63Rd2RbXvOlAQiuR/JXaUBc6IlfV1pegZXHQZahWU4bkH+Lh7GWAS2IRjyDr6A9DSa1a0TqAQ4YQT2Sr2A7FnAFhGYJ2RhRNlFVEkEkJyiFHi0likbEEFW/emFpNA67EQpcctB1FsVujMRpkQ1OJX6w1DNUQAg1ydUmtpNsGaJ1uDQeZxLZwBJmxpFaJMIKsHcYyYQS5LZakxxatS1tWJMrK4vwDQCpUDYFNPqIrPSilvMRRJtuslqxiwfMfNsxJfNsQcKM+JdtJvN7T7zJkVzuRDBGEeJ96PyGKwNHKpi04Cv4FW8sRGBZ/34n0HWSeCHLc+WcqO1UtH+GrGFAOlbDjiiAHjpZNdEwCOoKs/LWSK0kviI63EjxnhmFOaiWyFbzvk65BBqo78fjb2QROZNssEguGeYs7kRWmCLIfZQ22fDMpodgaje9IVRyepCE9P7YTVHpgiY4D0YQotihrKixDUGTz5kX+9Q1AimCN1IRL2LUSPGeGYU7imkEAmPES9nIJjyAD1eXC9PcMOt14kh6TxCJeDaHsOSUMF+2Mf84F1RBYyk5lUvEIMo8MQTtVFVKdbsqyfCkT0zEJRLfqmW7aAC2xcPxgAkvpQcDb1TCd9AzNIl78HgAKJbIIcsSJ5IkgZ2eJjjNctKu0rN6FmyHyE1QMCF+wk28XELrhrvAlDVmWwJLgWGSqYgG4x2U4Os6wjmjCyV42kS4e8KLjTiCxYDnfAK/6iKliYWgWtTTITI0L4g5y0dcgMzj/qUjkv+Jr0JI/b5lYrWAmDbI+r8qEmed6fnztuMNT6QGIRiLLNpcGORWq9OAm6XEck4AuF+ZAKdeRtEjON8CVWFRsRZXIrMm0aKtpnrPeMCeBgxzIELTTxXBhc6OsnO2Y47ZVfCcy+QukXuTDHaLCryeZKn010ZZvKiZDsB2HxvkHoklDbDKETMz5Z4ogZzx9tb5xY4ogpy1XYuHbRnRM6uh4q8HzHzbMSTzrHAi2ELPp5C8ibZnapdAYIsjpUN1SIHBKGBzkbCzKqqUWDDdtmVgim020Ve/rdEMti1lsA7QzEkhjGM41TcpztADCMm+60oMilCF4UVa9VjLZ5kbHjQbZ0CRq1UH2t7MJolptsVJoTI1CMrHFo0I0b1USC6LITzyRzVZMEot4BJnLiUyHWha7zn/yzzVNOiyxoIyOO5QR5Iynr2baZdOYRiGGphJUCwgOwkDLlPzDIF4KjalRSCYVrRXMFEGuLvPmIG0JRBhs0+XC+JxI7TCG61czOZHhlsWuDIFj3oBomTfO6HioFBqRg5zyNMg2UbdRTSq2S9oq8PyHDXPiN9OoEUFmuBONd5vT0WQGfV16Fp0uQ3QkXuaN6YLt63TtwBlhuWBrM8KtbxmOR024ZTFTG23AK/PmdWSzHYUUwc2oxm+mYfM5yBmvzBuj828iyIam05aKOsgVopqzbZloFQumLTa9BeprIokkFtlYmbey7VBU5wCC+QknsjEcj4B7wx3OPGe6sQGiLYvLZB3Z3K16B9ofYUkcBYJmGlqDzHK+AYG+WpcLtohubCwROMo4yIYm4rZjDlWxqPBs1cc1yGW/nm7yD3E/glwJNJEAx+KfSUc1yEwti9O+xCKo8czkjIRlCGxR1nDL4orDpdN1S6GF6+k2eUALiLtV74Rs4zFOJ45qR5Jg+fexRKAUoFrMSeY5egzzkknVllgwLP7ZmG3aKWFox6nL+ehOQ7ajYAkoanxqJ78cKqnFsKMBVHdkc+sgN3NEC0s61JGNSV8NRFsW00WQvba+vqNFsI5o4olsDEEEjXhRVsZGIToa3moqC6Ll2jAfcQ0yk8QinQo0gwCXTjfra5B1pQeexgWZmHykbPM0nNAXsHBCFFVEK9aRjeFc04TrsjImIFbsUJSVaaueWIOcstwoK+ONjV7yW01mwXPWG+bFlViEIshEEgs3mhWKIBPJEHwtq06IshUyBHYBYSdSJ+k5FMcjEMxbJMpKMm9AtFawaxvP5URHWQFXGsOQ7KvR80ZZK1gESik/+MNkmyWIRv6JbmzEjyAbB9nQJOIyBL1lzyCxiLeqLBNtQ1XpdImqIcRlCBWiSGQt559l3oBoy+Ky41DImTS6ZTGgI8hcttmOguPwOVqWCGwVOJFM55tluRILP7mSbN4A+AmIrULyPSND3WTT0UoPOumLYbte14jU6Na3FPV0iXW6cRkCk221NMhMjlY6lMhmOzy7GkDQstiNRiqKNVKTsoi1rJbAUVwSO40V0yATmWYkFobmU61B5unIk/GylzUVImdEX5wrhAlRgXyEr1yYZYm/LQroJD0O24CoBpmxQkfFDpK9siTHJOBFWUklFpYAjqP89YTONlINsmUkFoZm0xbTIJdsoiQ9y4IKdZuzibbq4800mFrfplK8EWSgOsrKckwCngwhVAqN4UZbk7LcrfrA0eI5JnWUlTGCHI+Os9xsA66kwlGcdZDFSCwMzaZKg1zhaTVdq9scy8LvV3qwGRPZojIEpkYhQKxWMFkVi4xl+cmwbgSZ45gEgihroGVt8oAWkJQgKrEgcrT0vFV8GQKPbeLVCrZJj0lgiUWQReQaEXlMRPaIyLtr/HyjiNwqIveJyG9E5NpGjmepU6vMmyUcEQQdvQoX92fRDfo6XcWXpFeVyEZWczYdSvZiq4McLoVWcXjK8wG6pFYgQ2BytHznX0ciSdYSoLrhBMs6CYRb17sTx5Bfo9HH4JJxkEUkBeDjAF4I4BwA14nIObG3/SWAG5RSTwHwGgCfaNR4DK6WNdzvvGTzOJFacmATltRKW1EZQoUoyloVQSZLiEqnohFkFmkM4NUe929suCp0+NUQCCORlsUbibQEXhUL/Zxo3jxTdDUjpsi/dvbtpeIgA7gMwB6l1F6lVAnA1wC8NPYeBaDH+74XwJEGjmfJk7ZiiWy2oijxBgQR5HI4EklywbZiTiRTkl5VMw3boaqGkIppkJmcSLezl/s9U3IloKOsQWcvpnnTiaM2ofPvl7DzHC0i00LXAb4az9rZbzH/uKEO8joAh0LPB73XwrwPwOtFZBDAzQDeXuuDROQtIrJTRHaePHmyEWNdEqQt8SOsgFffk+SiFq/0UHEUTV1W7ejraBZT1zK/ikW4DjLJvAHRc67ikNXTleCYZKoaA7hRVUVbUou3VrDW6TI209C26GsckWn++RXe4W4Fmh0+vA7A9Uqp9QCuBfAlEakak1Lq00qpS5VSl65YsWLRB8lCOt5Mg7CtbzhJj2U7OxWLIFPqq32JBVcVi7BO1yZLZNPROu1IspxvQHWSHp9ON1Tpgci2lOVJLAgrPQQSC74I8lIs83YYwIbQ8/Xea2F+H8ANAKCU+hWAHICBBo5pSRO+WAO6YgDHSRZP0rOJonXVMgSeaJ2vQdYd2djKvIV1uoQyBEcFFQNYjknAdYjDUVYuR0t4JRa6FBqlvjp6jWOaN30D2mL+cUMd5LsBbBeRM0QkCzcJ77ux9xwE8FwAEJGz4TrIRkPRINKW5WfAAp4zkuZYQYKGE+HGBRwLSFU7ZiJHy7IEIrEqFiTzBrgXbNZGIfHOXiy7GoA7b+G66kwJUTryz1gHOV4KjarSgy+xcCLPGVhyEgulVAXA2wDcAuBRuNUqHhaRvxWR3/be9ucA3iwiDwD4KoA3KtVq9xA8pEM1WQHXGWGJ1vlJeoQd2XTtXF/vaTtU29npsAyBaN4A3ZTBs01xyRC0o6W3fJlubHQim74aMUksRBBxIpls83fbbL4oayAj5NTFA60nsUg38sOVUjfDTb4Lv/be0PePAHh6I8dgCEilgs5XgFfmjeQs004kY1OGmhFkknkDos00HMUV9YlEkG1FdcGOd2Rju7GJyhCaPKAFJBUrYccUHdfzpGVNTPMWt40t8g8EVWNaBQ4PwlAXGcuKRZAdZGkkFtE6irbDo6/WER7eZhpBKTSlFNVFTQTEpdDciI+OaFHdtEm0UQiTMxJvx8xkW7wkJtsNKRCOIBPZ5pnSahFkDu/IUBfhrHOAq1xYLSeSZeEPGoW4z5mqWADRCLKtuKKsKUv8SB2bBllHxxXhVr1uFKIIk/REBI4D2i6BAGsptKhtTOdbyo8gGwfZ0CSqupYRddLTJ5h2Ipm0rFXtmAklFnrb0HH4HOSgRTiPpAkIJBaUXcsst1GITVguLF4Kje2mDSCNIMclFkS2+RILZ543LjIc3pGhLrQzHM6qZ7lgV9fT5dEgxxd9t9IDh21ANIKsFNdFTXebcxy3/S2TM2KJtotQpxtrFEISRwAQlEJjbDWtlw7OSg+8SXpGYmFoOvEIsq14tnzjDjKTBll3BAwSEB2/agcDrqPlfu+QaZB1tzntjLDckAJBdFwfl0zJlVpiEbQs5rHN7zZHGGX1Kz0Q3thUlXkjW0sA4yAbmojfkc3m287WC6G/nU2pQeazDQiy6gFPg8xkW1XNWZ4l1xJXX62vaUxbvvFOeky2xTtzslwDgGonkunGZinMm6liYWgaVd3mqCLIWj7ieI88GuR4ByW2bnPhWsFumbcmD2gBEeJuc7oaQtCOuckDWkBSlhdlVcFzFoKmDNqJbOJgFhgrFkxgciK1KX6raULblkyjEEPrEa8V7Dg8OqZ4kh5jHWTqjmyhMm9MC7+v97QJS2oJcztmRCL/RKYtiXJhnDrdWIUOjssbgGBdbLU+cUT/YsN8pP2F0ZNYEJXUimuQK0wa5JhtbMleKa8aAuDaxnJMAiGJBWE9XcsrF8ao07WsqPPPNG9BMIHP+Q9s40vSC/TVfBFkI7EwNJ3qRDaeSGSVbUQ6XRGJdZtTVBc1kUA7zpakpxuFMHa/SlnwJBbec6KDUjcK4ew2Fw2UMDmR8UoPRKYFZd4II/9GYmFoOlVOJFFCVFWSHpEGGXAv0EG3Oa7FMeUne7kJX0yRyHjXMiYNcjyRjcg03zabNDoOcOp0qW1bApF/I7EwNA29ePgJUQ6P3jOepFchio4DbgKUto0tyhokewXPWdDd5iqMGuSY88/mRLr1q93nVPOmI5GEjpavQSaUWDA7yP6NjXGQDc0insjGpGWtStKzHa5mGhLW6fJoxwHXsbJDWlaSQxJA0CgkKPPGY5w+JvU1jci0UHMeLY1p5mgWlni5T6p5823jrKwChG5swDNxRoNsaDrBCRaUQmPxs3QzDa0ZZOoSCNQqhcZjm+5axpjslbKi3eaYHGRd6YHVNiBUMYDomIyXjWSyTdvC2ElPmxKsk00czAKzrCODF5y7Cv2d2WYPJUK62QMwLB5+t5pQ1zIaiUW8HbOjfKeZgaApA1+U1S8X5gTPWdDd5nRkhMkZsSzxW2gDXPMWlELjrRjA2HBCz1OZU9jYsQAAIABJREFU0LYqiUUzB7PAbFnRhU/97qXNHkYVJoK8hIgnsjFVsbBqJemR2AYEpdAonZF41zKiVUk3CmG8sdEdEBk1kfGWxUznm38dIHS0/Cirw3e+VUeQiYxrUYguRYb5iN+BOkRVLLTeWEdZbaJGIYC70Ee6lnFMGwDXFrdrGaEzItxR1qjzT2SbL7Hwtup5lhLfseKs9OA+MiaOas2x1vzzWNa6EJ32hvnwJRbhCDLJAhKWWOgFhMU2IIhEMi78usYzowwhkFgw3tjoRiHuc5bdKKC6VjCTbdoSxioW2jqbMIJc7fw3cTBLBOMgLyHiHZSoqliEkvQYnZGU54woUmeEVYbA3G0uZSHi/BOZRq3T1cegL0MgOuH8hhOEuxr6zoZxLWlVjIO8hPDrIGsHmamKReiC5m9nEy38loA7EhmKjjNd1LQ0RhFKLFLevDmE88asZbWqnMgmDmaBicsIqY7JmMTC0HiMg7yE8DvpaYkFURULrRF0WCNafjMNvoW/KgGR6IodyEf4nBERgVLBesK2qwGEW9/y2BZ3/pnq6WpLGGUI4SQ9JrtaGeMgLyHiiz5TFQudpFexOaN1uswbo05XvHq6lBIL8uojQFiG0MzRLCzBVr37yGRbdZS1maNZWHSgRB+TLNc3IDRvShHd0rQ2xkFeQsST9JiqWFihu2vGaJ2OsjI6kfFW01xOJPGuRjwSSWRcXKfLZJuGslFIVZIekW3+NY5rzloZ4yAvIeLtmJmqWIgIRKId2dgWR5vUidRaVkZNZMqr8UxZCs1vpkFo2xLQ6TIGEnRolTE67ptiRMiLhnGQlxBWrEC8o7gWEDfZC5QyhJRIzPlv8oAWEBGB7YAy2csijo5r9HrCcrMNVEciqXS6xLWC484/k22RCHJzh7JkMA7yEiIssWAs8aMrPTDKEOLd5pgW/pTlRv6pteOEEa2wJhLglI8wJnsxR5C1KRVbUdkFRBu8MB2PrYxxkJcQuvWy7QTb2UxRH10ujDFaZ/kaZO85k20x55+pa5mrQebc1QicSK/bHJFt8SgrUyAh7EQCXMdkuA4y0/EIBPPmKEW1o9HKEF2KDPMRzl5mXPgtr+wUY2TEEt4mKFZVtzke4ywRKHDuauhp0o4W042NxLfqmzmYBUZikX+mY9KPjhNGWfW8KQWuA7KFIVrSDPORCkWQ9cLPVQYHxDIE3uh4KnZjwzRvIrw1nuPlwph2o+L1dJnOt6roOJNt3iNjlDVqm2ExMA7yEiKsGdQXbKaLmk6IYpQhiAhsFS471eQBLSDBjY37nOmYrK6s0uQBNQDGcmHc+upYAiKRbUE7ZtBFWSN1kMlsa1WMg7yE8JP0QhILphONWWKRijlaVJH/qi6BTR7QAmIJaKPj1Mle2tEiXCfDkUiAK5AQPiZ5rHLR06QUV1WVVsY4yEuIcKtpvfBTOVqxSCTbws9sm1vpwX3O5kSy7mropYOzDrKOsrrPmRySeLlPommLyhCI7ArDbFurYRzkJUQ4gcEmjET6Ol3ChT+o0MFnW0riSXpNHtACItBVLAht851I14tkWkuCmrOE80bdbU5f47huaoDoMcllWetiHOQlRCRJj3RxpC2FZiHWaprPNkb5SLh2KUA2b36yl/tIZFrVvDHtakR0uuCS6lphJ5LJMIQDXGTHYwtjHOQlhN9qWoEyglxVCo3o6PZlCITOv/jacfc5k23Vnb2aOZqFJR5BZrpoL4VW04w3bcxRVmbbWhUiF8IwH9phVKRVLFIST/Yiso0+kY1TPuLXCiZ2RnQEmemY1NvzvlyLyCWJl7AjOiRD9aubPJAG4B+TyvSaXiyMg7yECEezGHW68ZqzTBGtoMxb8JwFQVQ7zuRExlsWc9kWK4VGdNWuajVNdKUMR5BF2NYSF1diwWMXEI4gG/94sSA67Q3zYYXurv3i/kRhH1fLytm1LF7mjck2SwAFTolFtQa5maNZWLQpijjyHzj/PIQbhTCda0C02xyXZcHaoc83Q+MxDvISIqxh4tQg83ab02XeGBMQxddX82nH4xILpqhWVcOJZg5mgQmqIfBF/sPOP49VLpHIP5txCAJcTOtIK0N0KTLMhxW6u2Zc+FOexIIxWuc20wCtExlt8MIzcVaVo9XM0Sws8Sgrk0OiTakwStFCZd6YzjUgqtPlsiyWpMdmXItCdJk1zEf47tpP0iO6YosgViuYx7Z4hQ4u2wQKpOX5qJP0ghtugE2DHK0+wjRvzKXQIt3myIzz9dUOn/PfqhgHeQnht5pWijPK6m3VMzpa1VUseGyzhPeYZG7KUJXIxmNaVbc5JrTjWLEJI8ihY5LMtEgOEZvz36oYB3kJES6Bw+hoMZdCE7/bnPucqTyfxMvzEU2cMDuRzBpk/8bGfc60TlJHkJeKxKK5Q1kyGAd5iaFrzjJWsQjKvPE5Wpa4pR5YtayKtQNivIoF0cQF29l8sh/qVtPUVSzcR8Yoa8T55zKtZTEO8hJDV3qwKZ1I0Hab0zIExhrPlt9Jj9cZqVDe2HjOP+W8xaLjROdbeN6IzAIQTkRnlMa4j+4hSTZxLYpxkJcYlo6y6ggy0QqpJRaMdZAF7sLIa5si1enyJntpS7QMgStJz32kvGnzHrkjyHwyBN82Qn11q2Ic5CWGxKKsnBIL9znT4u9WeghFx4nmTVex4Jw397Fi82qQHX9bo4mDWWDiyZWUEWRCRyucOMpmm4RutslMa1mMg7zE0FFWzqSheJm3Jg9oAXGbaXBGtPS8+dFxplXJd0bcMCuj828Tnm/MjpYVikQyHY8u4dKDXLb5Zd4U17nWyjBdigx14EssFKHEIl4Ngcg2kWiraaaIFnwNsvuUad7iTiSTbfFENh7LYlHWJo9lodHRcT6VLnczjbA9THKmVsY4yEsM3UyDsYqF5UVZOashgL6ZBmOyl54n5iQ9h1KG4D7aii/KGqkV3NyhLDh+1RhCGUL4OCQ7JFsW4yAvMXTFAMYqFiLwagXzOSNWVXS8yQNaQHwn0sv2onK0vEfb5nMiA2fEfc5jWVRfTTRlAOKl0Jo7loWGWYYgs3xvaBzGQV5i+Dpd0ioWirQUmq4VzChD0JZUCI/JcEQL4LpoB84IoW2hCDLTOgLEK6tw2RauzU0nQwhLLMiOyVbFOMhLDEsENm2t4FijEB7T/AodlMmVVhCtA7iOyXBpJoDLHdHJlIFtPNYFSXpccwZw63Sj7ZibPJgFhmldTArGQV5iWFbU0WKqGCDi2qUIE6J0B0RG2+LNNIhMi7R3Dz9nINzZC+CaN+0WM1Z6CHd35LIsQB+TTLDOVStD5B4Z6kE7Wn4VC6Iwqy5h51XUorqwCaK1gpnmLV5zlkkXz5yAKKEoKxvheSNaRgAEjpYijLIGEgs+hzJ8c802b62KcZCXGH6raUK9pwCRlsVEplXVeGZytPxmGoTHpB+tsxllCLwR5HCFDqYbbSDacIKNaKUHsnkLf89lWstiHOQlRpVOl8jTquo2R7SKuI1COOsgB1u+uplGM0ezsFTVCma2jcr5dx8Zy4VF2zFzWcd0fsWJOP9k89aqNNRBFpFrROQxEdkjIu+e5T2vEpFHRORhEflKI8djCOogszbTcOsgc+qrWesgV2uQmWyLVrFgIqxlBbick4hOl8guIFzCjmvOAPJawZEqFs0bxlIi3agPFpEUgI8D+C0AgwDuFpHvKqUeCb1nO4D3AHi6UmpURFY2ajwGF8uLRAaOVnPHs7BEdbpMTqSuX80osYg3nGCyLdzWF+C6sDF30tO4dZC5LAuX5+OyjFuGEO2kZ1gMGhljuwzAHqXUXqVUCcDXALw09p43A/i4UmoUAJRSJxo4HgN0Ilsoq57oVIsnILI5Wo7ilI/oeSrbhLsafqWH6HMGfNu8JD0mRzJcv5ppHQFi3eaI5gxANMpKdK4Bceefy7ZWpZEO8joAh0LPB73XwpwJ4EwRuV1E7hSRa2p9kIi8RUR2isjOkydPNmi4SwMtsVCkmshokh6PcRKLIBOZFnSbWwJVLJjmbWlU6OBzIsOVHthgllhENciGxaDZKs00gO0AngXgOgCfEZG++JuUUp9WSl2qlLp0xYoVizxELvRWvV4cmRYRtxSaotXphm9smGzTDjGnoxWVjxCZVm0b0zEZ0iAzHY9xiKYMANf5FScyV8yGthCNdJAPA9gQer7eey3MIIDvKqXKSql9AHbDdZgNDUJv1SsQXtQs0Op0Aw1y8JwFCTkjAJtt7iPjrkY8gswEcwSZaYcmjhBHWcOSETbbWpVGOsh3A9guImeISBbAawB8N/aeb8ONHkNEBuBKLvY2cExLHl0HmTFJTyC0Ol0BvBJ2fM6/NqVCqEEOIpHucx7LohFkoikDEEquZGw4Ef6ezLjwush2YyPEtrUqDXOQlVIVAG8DcAuARwHcoJR6WET+VkR+23vbLQCGReQRALcC+D9KqeFGjcngnli2Q5o05JVCY9Tp+vWrqbezvTrIzRZ+LSCBo8V3TAqxE6ktsgkbhTDX02WOspoqFotPw8q8AYBS6mYAN8dee2/oewXgz7wvwyKQstxKD1piQRWJ9PXVjJHIaBULplbT8U56TPPGLbEInEgmuwDyVtNS+3sKiHW6EeefzLZWhShWY6gHLbHQjhbTIiLQZd7c50yOFqjrILuPnBrkqL6aiXB0nGfGXKJJelzWMUciLWLbyA7DRGAc5CWGeFv1WoTMtMVmxSQWTE6kFXMimSJ2cSeSx7JQ1zLGSCSIbYtF/pmIRiK5Ji6SpMdmW+R7LttaFeMgLzGCKhbBcxYkFh1nWiDDjpb7vJmjWVjCjQsArkiJNsVxuBx/IFbpgc46F6W4jkeAO4JMrLCgrvHcqtTlIIvL60Xkvd7zjSJyWWOHZmgEfrkwxkgkENMgN3c8C4lf6YFRhuA9Mh6T0Y5sPHaFUQCdNxJ2+NnmTWZ9knyYnUg2e5JAvRHkTwC4Am4zDwCYBPDxhozI0FAscSM+rBHksPPPdGHzm2kwlkLzViGbMFoXlsaw2RbuyEZmGnUiG9MNaBxi06jlI61KvVUsLldKXSwi9wGAUmrUq21sSBi62xxtmTfSJD1/O5tQhuDLRxy+ZC9tkJvIxmUdswaZGWYZQhi28y0Mr2WtRb0R5LKIpKB300RWAHAaNipDw3CdyECGwHSmxZP0hEhhrxd7xkoPGtfR4rLLdyIJiwULs/PPrNONRMe5rGOO/APBjhSjba1IvS7ERwF8C8BKEfkHAL8E8I8NG5WhYWgHWUMlsUC8SyCPcdW1gps4mAUmUk+3yWNZaHwZAngdLcfhu2Azb2dTN9OgsyiKPhbJDsmWpS6JhVLqyyJyD4Dnwj2nXqaUerShIzM0BFdi4VA2LtDOP3OlB0p9NXUpNBdO21yDFGEd5CUjQyAzjjk6DgTHIvuNQKswp4MsIstDT08A+Gr4Z0qpkUYNzNAYLAtQNkJR1uaOZyEREU9i4T5nciK1KRWHT4McbVlMZBiCi7Rb5o3NNvfRUXzOiDB7yBH5CJdxzNMGBMcl2enWsswXQb4Hwe7gRgCj3vd9AA4COKOhozMsOFqGwJ2kx+hEhmQIwuWQRJqg8JgFIKbTZbPNe6Rsx8wsQyDX6WoYbXOPS74dm1ZlTg2yUuoMpdQWAD8G8BKl1IBSqh/AiwH8cDEGaFhYxEtk04XemBYRQbwOMo9xgQbZQYrILiAUZSXeqmcuhcYosQjDdDMK8B2HYaLa8SYOpFH4GgtG41qPepP0nqaUulk/UUp9H8CVjRmSoZHoVtN+EQui88xillh4j7bD13CCWqcbiSCTGeeXeSN0IqmrWLBZFBCVWPDZKbFHQ2Optw7yERH5SwD/6T1/HYAjjRmSoZEIACjlR1mZFhERePIRwiQ9z5iKzehEBvIRNuc/cCL5oqxLQT7CSMSJJJs4MnOqMBrkxaXeCPJ1AFbALfX2LQArEXTVMyQIXSuYNoKsgggy0+LvO5GELYuDCDKfYxLuNsdmnD9vhOX5IolsZMYtleg427yFITatpai3zNsIgD9u8FgMi4ArsQi3muY61RwvOs4UPQZizgiZbbrVtGsbl3ER+UhTR7Lw6LlSjBKLSJIel21hyKYtAqNpzMdiK1KXgywitwK+T+WjlHrOgo/I0FB0Iptf6aG5w1lQxE3whUMYZfWbaTBGWallCLw6XQ1hcJy60kPE+SezLQKhcYHEgs+2VqReDfI7Qt/nALwcQGXhh2NoNOLJEGglFnCdET4H2X10GHW6vpYVdJ4WdQKi98hsGyNRiQWfpbphFJ9lJklvsalXYnFP7KXbReSuBozH0GB0IpufpEd0ZRMESXpEZgEILmqUtYK9R8ZyYUJ8YxNO0mM7KJlbTbPjbSTSXQOA4FhktK0VqVdiEe6oZwG4BEBvQ0ZkaCg6Esm4gOjIgSKMIIeT9Lgs45YhBPIRNhcyZhuZcTLL9wwwy0cAbw0hXCeBcASZ0brWo16JRbijXgXAPgC/36hBGRqH7qTH6ES6EgvlReuaPZqFRc8VfSIbl2ncpdD8Ch2czoiGbt6IuwQC4V4ahNYZjcWiUq+DfLZSqhB+QUTaGjAeQ4PRUVbGhCiIG81i1CAvDSeSd913Sw9yWkcZQSaOskbsYTMOlCZVsQRMbAnqrYN8R43XfrWQAzEsDjqRTYHPibS8PtqMTqQuhcZcxUIRdpuLRFm5TItGx8mOSjZ7ZoPZSkbbguh4U4exZJgzgiwiqwGsA9AuIk9BMD89ADoaPDZDI5BQtzmyk0wn6Sml/M5zLPh6T0aJRcTR4iJcwi5FZl20DnKTB7PQEFd6IA8ge/PFd0MKhJL0yI7JVmU+icULALwRwHoA/xJ6fRLAXzRoTIYGoqOs4POPoU2jlFj4yZWMTqSLTe388zkjJpEtmUQqdDRxHA1D9AOfdabV9OIyp4OslPoCgC+IyMuVUv+9SGMyNBA/ygo+J9JtNa28RiHNHs3C4lexIHQi9XWMMRJJLUOIOJFkts3yPQNs9sSRqm94MBKLxWU+icXrlVL/CWCziPxZ/OdKqX+p8WuGFsaPshK2LHadf9ZyYS6Ow7c4UnfS8/XVvPMGENpGHEJmvrEBQlHW5g6jIRiJxeIyn8Si03vsavRADIuDpTvpgS+CrFdGxyF0tJh1uswyhCUwb/HvGaCOIJNLLLTzyHZMhmG2rZWYT2LxKe/xbxZnOIZGoyUWjBdsK+SMsDn/kSgrl2nREnZkR2XENrKJizqRZLYRO/9hqG0jOyYBzhuaVqbeTnorALwZwObw7yilfq8xwzI0CtERZL7usNydvcJRVrKJY66GEJ43OpaKE9nsATQQtrUE4E5kY7Splam3Uch3APwCwI8B2I0bjqHRuI1C3Ks1W5Q1HEHmsiy4SPPX02VDO/+E80bckS2qr2azTl8HwDdxoDQphJaPcFvZKtTrIHcopd7V0JEYFgWBLoVGeMEOO1pkxjF3mwvLENJWvb2LksFS0Fe733MZR2ZOFfo6wGimn8hGaBxzAmIrUu/V6EYRubahIzEsClZIYsEWQY6WQmvyYBacsAaZyzhmGcJS0FfHv2eD0TZqJ9J/5DPOlHlbXOp1kP8YrpOcF5EJEZkUkYlGDszQGER4k/SiEeTmjmWh0fYwOv/6Yk1ZejCkr2arzR2BzDb2JD1CkwKINcgaYtNairokFkqp7kYPxLA4hBrp0S0gQTtmvuiBjvZTOv/eI7NtAKMMYYlokOmsC2/V89nGTJCAaOZtMai3isXFNV4eB3BAKVVZ2CEZGkm4igXbSaYjdDaxo8VcxcJ2CMvzhSORzRtGQ+B2/sNPmjaMhkM2bQDCMgQ+4/waz00ex1Kh3iS9TwC4GMCD3vPzATwEoFdE/pdS6oeNGJxh4RG4GfWKWGLBbBtzlFVRJiDyeshLxvlv2igah3hpemxrCRDSVzd5HI2AuYRdK1KvBvkIgKcopS5RSl0C4CIAewH8FoAPNWpwhoXHEnElFoxJepE6yGS2+c4/38K/FKqPAITztkRaTbPZBiDQ6dIdldxOJK+oqTWp10E+Uyn1sH6ilHoEwFlKqb2NGZahUUSS9MjOMepENuYqFuEbmyaPpZGwzVs0OE5mWwhG25irIUjskQnm6iOtSL0Si4dF5JMAvuY9fzWAR0SkDUC5ISMzNARXYsFZA9OvhkAosdAGOUohRbY6hiPIbBNHHUEmrvQQ1Vc3bRgNg9EmDd2NaA34LWwN6o0gvxHAHgB/4n3t9V4rA3h2IwZmaAxukp6iTNKLVkMgtc0B7epI6B9Tb9WTmROBba7iMEbF47BdA8IQm9ZS1FvmLQ/gw95XnKkFHZGhoegWo4ytb/0qFg5fBDkcHafTjjNrkCPfk9kWcf6ZbWviQBoM27wB7BIL75HSutaj3jJv2wG8H8A5AHL6daXUlgaNy9Ag/CQ98C38gRPJZxu18x/WVzd5LAvNkpEhNG0UjYfRGWFuWUydpEdsWytSr8Ti8wA+CaACV1LxRQD/2ahBGRqHwHVEFGEkUjuRDmM9XfA6/+FW03S2UbogLuG5sv5/e+cfZVlVX/m9q5tuGmkQhSDQaBNFoSUg2qKYEVEZBJwB14xGSBAwuMiaiL8mxjA6Y4z8MUk0zsTAOLrAdJw4oDJxVmfsiK4og2YEu/kpDTLpAYRGM7SjgiiR1VXf+ePec9991VWviq467963z/6s1eu9eu9V9Xe/c8+5+37v95yz2DPJBKFsRpQn6SnnkJt1kPWk9ZLFDmtrIuJvATAivhcRHwLw+nxhmVykEgvJFQPShhMRHQey/Ayv8azVcsMT2YS1iZ3V5Heb6zqAjHit4MlEUVOfWewqFr8gOQXg70leCuBhAPvnC8vkoiqxCAQU10GukFwHuX6UXJ5PeT3deZ4roFw+AtRjiGBdPNDOIAtr6zSKPAy0KarrH4vNIL8LwH4A3gngJQDeAuDCXEGZjLAykIpLaiXDPyNYpztY5q3bMHIgeI4eIG4iE4rSlI3WYKMQXZT7m3TD9YjFrmKxtX76OIC35gvH5GaKRJqlp9bHtLdjbk1kExPXVqN3V0M4O875ftBCUZqgpAbF9kool8b0kZEGmeTmUe9HxNnLG47JTTNJD4oT2SqmZwL7rNCaNdSYf8HsuPKt+qGJbGLihmuQ9VBe6SEhdkgCaE1kE2w55dKYPrJQBvlkAA8BuAbAzdAeK4ogJZBnZvQGx6bEQjKDXDEdIbhigHCWdZ7nCihf2ADJYAnWNKFtsPQaTnmSXgmlMX1iIYP8LAD/FMB5AH4dwJcAXBMR23MHZvIwlXbSE8wgt+t0xZRhaqq1zJuYOu1VLMRdZI2kssZo6alTNpHKS9gpa+sjI3NRETEdEV+OiAsBvBzVdtM31CtZmAmkKrHQnOzVnqSnNoIkNZo7IDqDPIkMlyCrqdOepCetranT1VPnGuTxsuAkPZKrUa15fB6A9QA+DuCLecMy2ag7WKgvhdZpJMvP0GYa3Yay7EibSOEE8tB2zB3GkQvpLGsyWoLaGoS1qZ27+8pCk/Q+A+A4AFsA/EFE3DWWqEw20m5z1U563cay3KQxY1pQWxrtq+X5tMQpr4agPJFNuNkAtNtOT9xAmZ62hKIy3SOynyyUQT4fwM9QrYP8ztZVCwFERByQMTaTgTQgTgvfqq8mIGqJG+ykpzc4KpvI4XWQtdQp144D6hnkriPIx6Dd9EQKz63sJSMNckTIzZcvnZRZnZ7Rm6Q3tA5yt6EsO8rZOu0yhNbz7sLIApXFoYxsnVp/A7SX51Newq6P2AAXhrKJTEgu89YSpHZh00ZNmfKFTRthaaLtpluDrGwele9q9JGsBpnkGSTvJbmD5GUjPvcvSQbJjTnjMQOjNTMDuV6WjOP0jN4gWc5ENi11wxPZtLQB2ids7dUQ6kdlbXrSGoSl9YpsBpnkCgBXAjgTwAYA55HcMMfn1qKqcb45VyxmgPJENumtpqXLENrZ8Q4DyQDn/UED5cleeooGcI8neihKU0sg9J2cGeSTAOyIiPsi4kkA1wI4Z47PXQ7gjwD8Y8ZYTE06kSluWTzIIOsZ5CnhTORwdlxMm3aZbnPC1tvdEU2DqY0lgHqdbv2o2HA1wtJ6Rc5h7QhU21QndtavNZB8MYAjI+JLo/4QyUtIbiO5bdeuXcsfaUE0k/RCcJJe/VjVV2tpG0JM2vAyb52FkYWhFTrEtAFlZJA12y3VIOuJU95MQ7m/9ZHOrvtJTgH4GIDfWeizEfGpiNgYERsPOeSQ/MEJ05QhCGZZh5ZCE9UG6A38ysu8eSm0yUW5BjmhqEy5fES5v/WRnAb5YQBHtn5eV7+WWItqE5IbSD6AaivrzZ6ol5emxCL0Bn4Kl1goZyKV66vbKGpTG0PaKK85q3gsNngColkmchrkrQCOJnkUyVUAzgWwOb0ZEY9GxMERsT4i1gO4CcDZEbEtY0zF00zSkzSRFdOCJRbKmchiapC1pFU0J2w9ccL+WLx8pH6U1KZ8VPaPbAY5InYDuBTA9QDuAfD5iNhO8sMkz871/5rRNMu8Sa70UAkKSW2D53ITooRNZNvwq9X8A+ImMpVYKLabcJ1uQlGbM8jjZaGtppdERGwBsGXWax+c57On5ozFVCjvpNfWpnZSG67TFdamJU1Oz2xKOGELS5MbJwFNTbPRV9gP1HJRZgGGyhDEetlgHWS9AUT5Vn0x5SNqDddCUZn0rfoilnnrNIwsKGvrIzbIhTEoQxA0I9TNRKptoNFm2ER2FkYWhnfS00N7ubCuI8hHCRMQ1c5vABpxktp6iA1yYQyXIXQby3LDeZ5r0Db/WurUSn3aKJt/QDsTmVRpaqtQNFqDi7aOA8mAM8jjxQa5NIaWQtPqZcNbFqtpaz3vLowsDE1AdLtNFMon7EF9tZ44RWM8G8FmE78g7R82yIWROlaE4lbTg+dqg6NyJlJ7kp5u5h9oaxLUNutRCeXJlQNNeuLGEiGJAAAfeklEQVQGF6R62vqIDXJhpAxdtdV0x8EsMxQuspCuZRXPsiYUtZWQQVZsOGFpDYrHpBkvNsiFMdgoRO8qtJQMsnQZgpg2QDtbN9i1TI+mllVQ3WCN544DyYDyGs/K7dZHbJALI5nIGcEMsnImUnqZt3meqyCc+5fOICcUtQ0yyHri9BQNUNbWR2yQCyMNiNMzAbXuprxrWTHlI1rSAGhnfQbZOj1x0hOihO9qKN+xkV7CrofYIJdGK4OsNoBIl1goaxvxkwLK9Z7pWJTb/hya7TUbtbGkjaKJVF7Cro8IDmtmFCmzOjOjV2KhnIlUXi5M2fwD4hmt5lFPnHTmv+sAMqLc35Rr/vuIDXJhpI41HSF3UpPesljZ/EtX6ZYx2UtQWoN0uylqK2GDF2VxPcIGuTDSrdCZGb3bokMZcbEBZFialjj1DLJ0veesRyWUM5HKkyu1N3ipHwW19RExi2QWopmkJ5hBbp+m5SbpqZvIGr1jcnBUqh2TgLgZUTbIwol/RU0J5XbrIzbIhZE62EyEXC8bmqTXXRhZkF6hoyVH7a4G0NKn1Ww1urezKZwfl57sJV07boc8TgRPR2YUKdMToWi0hOt0pctHOOdzFZRrIovIsgpqSyj2t4SiNi/zNl5skAtD2GdZ24SibP4B8TKEWY+KKGpTNv+CkhqU262P2CAXxtDtbLFONjWUQRYTN1SDrKVN3B+XYSLFjklAeyKbMsomUvluVB+xQS4MZROpPJFtqN06jCMHFD4mgYEmQWnSk4YUj8XEYAdEPcq4IO06gjKwQS4M9WxdQq1Ga6jdtKTJH5PKJ2zlSUODdtMTp7xcWBkXpILieogNcmEoZ+uGs+MdBpIBSmeQ534ug3INsvIJW/lWvaCmhLL5TwhL6xU2yIWhbEakt2NuPxdrOGXzD6hnkOtHQXHS7SZs/hOK0tTG/r5jg1wY7e6lPUmvw0AyoHxhA4iv9CBcqCtdy9rcqldUV6GY+Vded1xYWi+xQS6M4cleWt1seIUOMW3yawUPPyohXYZQI9bdAGgeiwnljUIGKz3oiRuYfz1tfcQGuTCUM5HKE9kg3G6AeJY1PSpqEzb/ymUIwt1NunY8ISytV9ggF4b2Mm+66yEo11cDA01qmX9AvQyhelTcIjwhaf67DiAjytoSgsNkLxEe1sycCGcilbPjyvXVgHZGSzqDLFwco1yGkEQpalMeSxKKF219xAa5MHRzrCVpU1OnbUZchjCZKGpKeCm0yUZZW5+wQS6MdiZS7Xa2cpZVOTsOYFA3KGgikzjFMgTd/PEAa5sslCfpJXSV9QvBIduMQtloFbOKhZY0AOJlCI0mPXHau5Ypa0tPOg0jC8p3NSKqR0VtfcQGuTCKySB3GEcOhi9s1NRpn9SkzX/zqCdOuQxBut1KqEEWPCb7iA1yYZTSrZQHEEVl0pO9lE/Yyhc2wu0mnR1XPijNWLFBLo1CSizUUC6NAdQzyMpmZPhRCekyhK4DyIjyhU1CcSzpIzbIhVFMiYWWNO+kN8For2LBoUcllCd7lWAilVE8JvuIDXJhSC+FJjxJb0o+g1xAllVQWwkotpvyXY2EtZmlYoNcGO1Mz9SUVi8bzrJq0W43NW2A+qShlInUQ9n8l5BlVexvCW1tZhzYIBfGUCayuzCyoFynO5T5VxMHSE/2Sii2m3T5SNcB5KSI/tZ1BGbSsUEujKFBQ2wAUV4KTUzOHiR5aqUxgHbbSd+qL6Hsp9Mo8iKtTVlcj7BBLoyhEguxXlZKiYVauwF65T5tpFfoEC5D0C77mf1EhxI201A8JvuIDXJhCCeQpTPIbRSlCZ+vpVdDSEi2m/KFjfCxmPA5wCwVG+TCUM5EDtfpdhZGNqSzddQ1kdJGS3qZt+FHJZTHEmOWCxvkwlBeLqyYlR4ExRWhrdMo8iDdbsJXNkWUIUhrExbXI2yQC0O6Trf9XE0cxLN1whkt6TWehVexSOgq02w3xX6WqK9rBFutn9ggF4Zyne7QTnqCQ8iUsIlMqsQOSQBlrNAhKK3B2iYTxXNAQrnd+oQNcmEorxXcHg8VF0VoBnxFbY3RUhQ361GIwQREXaSNVtcBZKCI8pGuAygEG+TCaA/2ahmt4TWetbQBaEZFtXYDpD1kEcuFCR6Sgq21J4rtlhCWpplI6CE2yIUx1WpxtS6mvIQdIG4ihcVJ1yA3j4LiaiTbTVDTbJQ1KmvrEzbIhTE0SU+skw2tYiGmDVDP1gkv8zbrUQph859QlDYoQ1BUV6E4liR0lfULG+TCGF7mTaubDWkTHEKkTWRTPtJtHDnQvrAZflREsd1KQLHdooQC6x5hg1wYypP0huurOwwkE0UYLUlt+hc2kg1Xo5ZIaCMsTRo323iwQS6OMibpiUkDoJ2t8056k42wNGkU+1tC8cJGUVOfsUEujOEyBF0UB5KpApyWsDTx/tZ1BMtPsymDoLaEsjZl3G7jwQa5MJQnsqnp2QPdZZCL2ElP+QCVzkRKa9NFW5uyuv5gg1wY7W4lV2IhvEIHgCalpdZugHYtq3JpTEKw2RqsbTKxNrNUbJALQ9FcJdrlI8o6FaUVsSObsDhFaYqaSkK5/ZS19Qkb5MIYnsim1c2Gykc6jCM30tqExSnfFtVuN120j0k9bWmZN0FpvcQGuWDUlkJry1EeQBS1DWqQBcXVKLZbQtGMJISlSWoL6JtI5XGyT2Q1yCTPIHkvyR0kL5vj/X9N8m6Sd5L8W5LPyRmPAaamdLOsQ9lxOXUDbEYmE0VpJexboDyWKCPdatLi+kM2g0xyBYArAZwJYAOA80humPWx2wBsjIjjAVwH4I9zxWMqhibpiaWQlVfoKAXFZkvLhan1tzbKJlJ5LFG+2FZuOF1l/SJnBvkkADsi4r6IeBLAtQDOaX8gIr4eET+vf7wJwLqM8RjMzrKaSURx3E+ZSGUTqYziMVkCis2mfLGWkL6w6RE5DfIRAB5q/byzfm0+LgbwN3O9QfISkttIbtu1a9cyhlgeU8Oz9LoLJDOSq1gUUKerjOIhmVCUNtgoRFFdhbA0yWMyoaytT/Rikh7J8wFsBPCRud6PiE9FxMaI2HjIIYeMNzgxhtdB7iyM7EgO/M06yN2GkRPJdqtRvrDRbjcziUgfk8La+sTKjH/7YQBHtn5eV782BMnTAHwAwKsi4hcZ4zHA0GgvfcLuOoCMKA+O0sekrjTJdtNTtCeKGptVLCTVVSiPJX0iZwZ5K4CjSR5FchWAcwFsbn+A5IkAPgng7Ih4JGMspqZdeqCdidQV54F/MhGWpt1u0tp0xQlLkz4H9IlsBjkidgO4FMD1AO4B8PmI2E7ywyTPrj/2EQD7A/gCydtJbp7nz5llwmsFTz7S2roOICPK7aaMcrMpH5PC0qTbrU/kLLFARGwBsGXWax9sPT8t5/9v9mR4tzndXqacGVFGudnc3yYTaW1dB5AR4WYzY6IXk/TM+GiXVSgPIMLSxE/YetqUt4dtVnroNIq8KLZbg7A4xbHEjBcb5MJoDxrSRktXmvSwL91uwuKEpWn3t64DyImwOOWxpE/YIJdGq19JT9ITHh09Nk4mys2mrM0dzvQNH5HjwQa5MIopsRDWJrkJSo1yZkRYmmS7uXxkMkm7cgpKa1Bstz5ig1wYpUzSk86OC2pLa5cqt5v2hU3XEeRDWpv0OUBXm3K79Qkb5MIoZpk34QFEV5m4NmFxitIUNc1G+pi0NrNEbJALo31VrXhbtEFYmvLoqHxM6iqD9jEp3HKKylKJhXYG2YwDG+TCaI8ZyrezhaVpaxMU19RECouTHkusbaJotpoW1JZQ1tYnbJALRjozIjyCKEpLx6KgtAbFdktIjyVdB5CBxkQKqlO+IE3aNI/K/mGDXBjDJRYdBpIZ6YyW8uAofFAqt5tws0lrU0a52XxMjgcb5MIopsTC2iYSYWlutwlF8cKm0aQnrcH9zSwVG+TC4IiflFA8qSV8YTNZlLCEnWK7NQhrU5SWqhCkJ+kJa+sTNsiF0R40fMKeTBTN/8BE6mlLKLZbQlFbGRuF6KrTVaatrU/YIBdGezxUHhylEWy2wdJM3caRFWubSJTHSUllzSS9bsPIgaKmPmODXBjDO+npop2J1EUxE5nQVaapTVFTQnkptIE2PXEhbP77iA1ywUwJt77yAOKBf7IoYuMCZW1dB5AR4WZzu5klI2yRzEJoZ+uUtekibbR0pYkfk11HkA/FcbKIC1LBdusjNsglI9zHhMdGaW3KNciK7dZMZBPUllDUVoLBUmy3BmVtPcIGuWC0r7B1UWy2CN1VLMpYdqrrCPKhbCal201ZW9cBFIINcsEodzLpW/XCLSfcbNL4mDR9YXBXQ7fhlLX1CRvkgnFGa7JoMpGCdQg+qU02wtKkUTwm090oPWWtFTo6jqMUbJALRnBsbFCUpjzwJ6zN9AXlizZlo+WSJrNc2CAXjHIfUzypJRQHfuWZ58r11Qnl/qarTNtoSWuTPir7gw1ywfikNlkMMiOdhpEV4UNSUpvyDoiCkvZA2WgpazPjwQa5YBRP2AlFbYPNNPTEpVu+ikYrISxN2owIdjfp9lK+aDPjxQa5YJTHD82JbAWYSEU3UiMsTVub8Eip2G7pTptws5kxYYNcMCuEnZZivadynW5CUZnyZK+ErjJNE5mQlCZc8x+x8GfM8mGDXDCKWdbECsHBMTEl3GsVT2oJXWU2kZOK282Y+RE+1ZqFUDYjit6/iEykrjTpdlO2I4rNNi2cZU0o9jdBSb3GBrlgFE1kQnFwTCie1FKdp6a24UdFBJuthZ64tPSgYpldCav9mPFgg1wwimYkoTw4KmpLh6LiIZku1pRLYwSbrXXHptMwsjA9o2uQE4rtZsaL8JBtFkJ5AFGsr06KlC9sFDP/gwyynraEYrslFJXV/ljSICsvh2nGiw1ywSgOjglFaU2WtdswsjAw/52GkYUp5YarUZSmqCnRlFgImkjlbbTNeLFBLhhnIieLlIGU1FZrUsyypuZS7G+NGdGT1qDY31IGWfFOW0Kx3bzM23ixQS4Y4bFR0owktNut6wjyoShtcNHWcSAZUZSmXINcwk56yv2tT9ggF4ziFXZC8dZhk4kUHvkVj8l0sSYorTkWFTP/CcV2mxFexSKhfEya8WCDXDCKJjIhLE0yM6K9ikX9KHjCXlHAGnaKx+SMcg1yM0mv2zjM5GODXDDaZQh62hovoqhNuE53oK3bOHKwoskg66J4YSO9ikXXARgZbJALRtCLNCivOStpIoVrWRuDJahtUD4iKC4hKG2miJ30uo7ATDrCNsIshHItq/LAr9hsylnWqcYf64lL/Uyx3ZqNQjqNIg8z0pP0dHPIwtJ6iQ1ywQiOjQ2K2pod2YTNv6QdkZ6k13UE+VHMjiuXWCQUL0gTusr6RQHDm5kPxQkaCcWTWkJRmvJGIco7ICZNadkwJfRaa4DyMm8loNfb+okNcsEom0hF869stJSz402JhZ60xmDNCN77XbWyOj3OCJp/5Z30lHFzjRcb5IJRTh4oGi0IG62EorYSLkSnZzoOJAPrDloDAPj+o090HMnyM9hJr9s4cuBl3sxyIdg9zGKRNJE1itKkM8j1o6K2dCEqmGRtJvoqllicduyhAIDDD1zTcSTLz3R9MK4UdMglbH9uxsPKrgMw3SG9ioWyNkVpippq0mQhxdn1KYOsqO30Fz4L3/y9V2PdQft1Hcqyk9pL0B83KE7SE+xmvUa4e5iFkDRaNYra2KyGoCdOOYOcxCme25LBmhY9cyuaY6C1ioVifysAt9p4sEEuGEkzUmNtk4liRitdrClOZFNexUIZ5Y1CBLuZ6QjB05FZLIqDY0JYmnZ2XDA3QuEUsvIqFsqkCxqfA4yZHxvkglEeQBRvHQ52mxPUlh71pDWaFC2k8ioWyqSl6xTv2CjvgGjGi2D3MItFeZF4RROZUJTWmEhBF0nlEouUQXaJxUShvJNemoCoOE6a8WKDXDDKJlJRm/JEtmalB8E861Sz0kPHgWQgZZAVzb8yrzn2lwBoLvNmzHLhZd4KRjB50EDhcV/RICeUfZaiNPVVLFT52K+dgPefdWyzW6ASykeiYgKhz+j1DrNoFJcLSyiayMF2zB0HkgHtEgvdtYJTP3OJxWSxeuUKHPF0vQ1QhhEcKBPC0vqEDbKRRNJE7vHETALKO+n91inPxTHPWouzfuWwrkMxpkKwn5lucImFkUQzg1w/CjtkxVuIqbUU63Sf/cz98OV3n9J1GMY0NKtY6A6TZkw4g2wk8eA4WVB4IpuyNmP6ivQpwGPJWMhqkEmeQfJekjtIXjbH+6tJfq5+/2aS63PGY8pBcR3khHKWVZGkTa/VjOkfirX+CeW7h30km0EmuQLAlQDOBLABwHkkN8z62MUAfhwRzwPwHwD8Ua54TFkollgo20jJ5qo59ZhqSa2jDt6v40iM0eeko54BAFi77z4dR7L8KCZH+kzOGuSTAOyIiPsAgOS1AM4BcHfrM+cA+FD9/DoAV5BkKF8C9oApDhaKV0XZcCmOkasFl5tKnP+yZ+P1v3IYnvG0VV2HYow8l7/hOLztlb+MQ9au7jqUfCif33pEzrPSEQAeav28s35tzs9ExG4AjwJ45uw/RPISkttIbtu1a1emcMvh6+89FVddsLHrMLLwb19/LFZMUXIJu0tf/VwAwAFr9DIjV/z6i/H2Vz8XLzz8gK5DWXZI2hwbMyZWr1yB5x+6tuswsnDByesBQFZf32CuZC3JNwI4IyLeVv/8FgAvi4hLW5+5q/7Mzvrn/1N/5ofz/d2NGzfGtm3bssRsjDHGGGPKgeQtEbFH1jBnBvlhAEe2fl5XvzbnZ0iuBHAggP+XMSZjjDHGGGNGktMgbwVwNMmjSK4CcC6AzbM+sxnAhfXzNwL4muuPjTHGGGNMl2SbpBcRu0leCuB6ACsAfDoitpP8MIBtEbEZwNUA/gvJHQB+hMpEG2OMMcYY0xlZd9KLiC0Atsx67YOt5/8I4E05YzDGGGOMMeapoLu2kjHGGGOMMXuBDbIxxhhjjDEtbJCNMcYYY4xpYYNsjDHGGGNMCxtkY4wxxhhjWtggG2OMMcYY08IG2RhjjDHGmBY2yMYYY4wxxrSwQTbGGGOMMaaFDbIxxhhjjDEtbJCNMcYYY4xpwYjoOoanBMldAL7XdRxj5GAAP+w6iMJxG3SLv/9u8fffPW6DbvH33y25v//nRMQhs1+cOINcGiS3RcTGruMoGbdBt/j77xZ//93jNugWf//d0tX37xILY4wxxhhjWtggG2OMMcYY08IGuf98qusAjNugY/z9d4u//+5xG3SLv/9u6eT7dw2yMcYYY4wxLZxBNsYYY4wxpoUNsjHGGGOMMS1skDuE5KdJPkLyrnneP5DkX5O8g+R2km9tvffH9Wv3kPw4SY4vcg0W8f0fRPKLJO8k+W2Sx7XeO4PkvSR3kLxsfFHrsLffP8kjSX6d5N11H3jXeCPXYCnHf/3+CpK3kfwf44lYjyWOQU8neR3J79bngZPHF7kGS/z+31OPP3eRvIbkvuOLXIPFjOWs+Hh9rr2T5Itb711I8u/rfxcud3w2yN2yCcAZI95/O4C7I+IEAKcC+BOSq0i+AsCvAjgewHEAXgrgVXlDlWQTRn//7wdwe0QcD+ACAH8KVMYAwJUAzgSwAcB5JDfkDVWSTdiL7x/AbgC/ExEbALwcwNv9/e8Vm7B333/iXQDuyRNaMWzC3rfBnwL4ckQcA+AEuC32hk3Yu3PAEQDeCWBjRBwHYAWAc/OGKslixvIzARxd/7sEwCcAgOQzAPw+gJcBOAnA75M8aDmDs0HukIi4EcCPRn0EwNo6O7x//dnd9ev7AlgFYDWAfQD837zR6rGI738DgK/Vn/0ugPUkD0XVGXdExH0R8SSAawGckzteNfb2+4+IH0TErfXrP0VlDI7IHa8aSzj+QXIdgNcDuCp3nMrsbRuQPBDAKQCurt97MiJ+kjteNZbSBwCsBLCG5EoA+wH4fs5YFVnkWH4OgM9ExU0Ank7yMACvA/DViPhRRPwYwFcx+mLnKWOD3G+uAHAsqo73HQDvioiZiPgWgK8D+EH97/qIcPZg+bkDwL8AAJInAXgOgHWoOvBDrc/thA1aDub7/htIrgdwIoCbxxxbCYz6/v8jgPcBmOkmtGKYrw2OArALwJ/XZS5XkXxad2HKMuf3HxEPA/gogAdRnYMfjYivdBalACPG8vnOt9nPwzbI/eZ1AG4HcDiAFwG4guQBJJ+Hyjgns/Yakq/sLkxZ/hDV1ertAN4B4DYA092GVBQjv3+S+wP4bwDeHRGPdROiNHN+/yT/GYBHIuKWTqMrg/n6wEoALwbwiYg4EcDPAHguxPIzXx84CFVm8yhU5+enkTy/uzAnm76O5Su7DsCM5K0A/jCqxap3kLwfwDGo6o1viojHAYDk3wA4GcA3OotUkLqjvhWoJgoAuB/AfQDWADiy9dF1AB4ee4DijPj+QXIfVAPqZyPirzoLUpgR3/+bAZxN8ixUpV4HkPzLiLBBWGZGtMF+AHZGRMq2XQcb5GVnxPf/OgD3R8Su+r2/AvAKAH/ZUagTyyLG8ocx9/n2YVRzs9qv37CcsTmD3G8eBPBaAKjrnl6AqnM+COBVJFfWB9er4Akay049S3xV/ePbANxYD5hbARxN8qj6/XMBbO4qTlXm+/7rE9XVAO6JiI91F6E2833/EfFvImJdRKxHdex/zeY4DyPa4B8APETyBfV7rwVwdydBCjPiHPAggJeT3K8ej14Ln4OfMoscyzcDuKBezeLlqMpZfgDgegCn1yuNHATg9Pq1ZcMZ5A4heQ2qK6CDSe5ENSNzHwCIiP8M4HIAm0h+BwAB/F5E/JDkdQBeg6ouOVDNZP7rDiRMNIv4/o8F8BckA8B2ABfX7+0meSmqzrgCwKcjYvv4FUw2e/v9o1rB5S0AvlPf+gSA90fEljGGP/Es4fs3y8QS2+AdAD5bG7j7UGc6zeJZwjng5vo8fCuqifO3wdtR7w1zjuUAng00bbAFwFkAdgD4OerjPCJ+RPJyVAkrAPhwRIyacPmU8VbTxhhjjDHGtHCJhTHGGGOMMS1skI0xxhhjjGlhg2yMMcYYY0wLG2RjjDHGGGNa2CAbY4wxxpheQvLTJB8hedciPnsKyVtJ7ib5xjneP4DkTpJXLPS3bJCNMWaJkJwmeXvr3/quY1ouSJ5I8ur6+UWzTywkbyC5ccTvX0vy6NxxGmNk2QTgjEV+9kEAFwH4r/O8fzmAGxfzh2yQjTFm6TwRES9q/XsgvVEvcD/JY+37AXx8Cb//CQDvW6ZYjDGFERE3Ahha45jkc0l+meQtJL9B8pj6sw9ExJ0AZmb/HZIvAXAogK8s5v+d5EHbGGN6Ccn1JO8l+RkAdwE4kuTvktxK8k6Sf9D67AdI/m+S3yR5Dcn31q83mVmSB5N8oH6+guRHWn/rt+rXT61/5zqS3yX52XqnKpB8Kcn/RfIOkt8muZbkjSRf1IrjmyRPmKVjLYDjI+KORWg+u5VBv5fk/fVb3wBwGklvTGWMWS4+BeAdEfESAO8F8J9GfbhOUvxJ/dlF4QHLGGOWzprWTlD3A3gPgKMBXBgRN5E8vf75JFS7Ym4meQqAn6HarvlFqMbjWwHcssD/dTGq7VZfSnI1gL8jmTIiJwJ4IYDvA/g7AL9K8tsAPgfgzRGxleQBAJ5AtcXrRQDeTfL5APadwwhvRGXw27yZ5D9p/fw8AIiIzai3XCf5eQD/s359huQOACcsQpsxxoyE5P4AXgHgC3UOAABWL/Brvw1gS0TsbP3OSGyQjTFm6TwREe1s7HoA34uIm+qXTq//3Vb/vD8qw7wWwBcj4uf1721exP91OoDjWxNQDqz/1pMAvh0RO+u/dTuA9QAeBfCDiNgKABHxWP3+FwD8O5K/C+A3UdX5zeYwALtmvfa5iLi0pfWG9psk34fq+7iy9fIjAA6HDbIxZulMAfhJe8xdBCcDeCXJ30Y1/q4i+XhEXDbfL9ggG2NMHn7Wek4A/z4iPtn+AMl3j/j93RiUwe0762+9IyKun/W3TgXwi9ZL0xgxxkfEz0l+FcA5AH4NwEvm+NgTs/7vkZA8DcCbAJwy6619679ljDFLIiIeI3k/yTdFxBfqUrKRpWAR8RvpOcmLAGwcZY4B1yAbY8w4uB7Ab9a3BkHyCJK/hGo29RtIrqnrff9563cewMC0vnHW3/pXJPep/9bzST5txP99L4DDSL60/vzaVj3wVagm4G2NiB/P8bv3oC6hWAiSzwFwJYA3RcRsM/x87FmqYYwxC0LyGgDfAvCCeom2iwH8BoCLSd4BYDuqC/0032Inqgv1T5Lcvrf/rzPIxhiTmYj4CsljAXyrrn97HMD5EXEryc8BuANVGcLW1q99FMDnSV4C4Eut169CVTpxa5052QXgDSP+7ydJvhnAn5FcgyqTexqAxyPiFpKPAfjzeX73uyQPJLk2In66gMyLADwTwH+vNX4/Is4ieSiqkot/WOD3jTFmDyLivHne2mPpt7qUbN0Cf28T5i4pG4IRsYjwjDHG5Ibkh1AZ14+O6f87HMANAI6JiD2WRao/8x4AP42Iq/by/3gPgMci4uq9DtQYY8aMSyyMMaZASF4A4GYAH5jPHNd8AsO1zU+VnwD4iyX8vjHGjB1nkI0xxhhjjGnhDLIxxhhjjDEtbJCNMcYYY4xpYYNsjDHGGGNMCxtkY4wxxhhjWtggG2OMMcYY0+L/A7+NB5KNH09vAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Simphony takes in wavelength values in meters\n", - "circuit = make_ring(s_hr)\n", - "sim1 = SweepSimulation(circuit, 1500e-9, 1600e-9)\n", - "res1 = sim1.simulate()\n", - "\n", - "f1, s = res1.data(res1.pinlist['in'], res1.pinlist['pass'])\n", - "plt.figure(figsize=(10,6))\n", - "plt.plot(f1, s)\n", - "pltAttr('Frequency (Hz)', 'Magnitude', \"10-micron Ring Resonator\")\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Monte-Carlo Simulations" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`SimphonyWrapper` also functions with monte_carlo simulations. It allows ANY of the parameters set in SiPANN to be used. To use it you must include a dictionary mapping the parameter you wish to perturb to a standard deviation in nm. " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "sigmas = {\"width\": 2, \"thickness\": 1}\n", - "s_hr = SimphonyWrapper(hr, sigmas)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "And then simply make our circuit as before, and run through monte-carlo simulations" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "circuit = make_ring(s_hr)\n", - "#run monte carlo simulation\n", - "simulation = MonteCarloSweepSimulation(circuit, 1500e-9, 1600e-9)\n", - "runs = 5\n", - "result = simulation.simulate(runs=runs)\n", - "\n", - "#plot\n", - "plt.figure(figsize=(10,6))\n", - "for i in range(1, runs + 1):\n", - " f, s = result.data('in', 'pass', i)\n", - " plt.plot(f, s)\n", - "\n", - "# The data located at the 0 position is the ideal values.\n", - "f, s = result.data('in', 'pass', 0)\n", - "plt.plot(f, s, 'k')\n", - "pltAttr('Frequency (Hz)', 'Magnitude', \"10-micron RR Monte-Carlo (width and thickness)\", legend=None)\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As an example, we'll do another simulation, but this time varying radius of the ring only. Note we could vary both sides of the ring independently as well (ie the gap distance on each side isn't necessarily going to be equal), but for simplicity using our `make_ring` function we have identical halves." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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NhPAEw/hCEXyh0OG2iogQFiEi2vk8IhI9twsKhdGgUMqAURkwGBQGpTAog7Z/GhVWixmb1YTdZsJmN2JPNRKXZ8NemIgUpBJx2A7vn3HmOBxm7T3BkkC2I4scZaWf16XF52rU2iyonQsl6MHvdePxuPEHQrS67OypFsqrvTS0h2hx+XH6gniDYXyhEL5QGH8oqLVRJBoPXbFFr1fR+A7HoRTG6LvWbgplUBiVwmoyYjWbsdlMWKwmbA5FYpoJe54Fy8hkQrkpYLVgVNo5NMGSQLwlnkRLIgkRoV84Qm4wSE7Aj9Hv1M73vg4IegkEfHh9fnw+H063mZJ6IyVVIapa/LS5w7R5g7h8fvzhsHZshcMEI2EC4RDhSFg7xqKxdH3m8G9fHmsGZcBoMGBURgwGhdFgxKCU9psBHGYzNpsZu92MxSEkphtwDLZhGJFOIDsRk8mC2WjGZDBhM9pIMtlJCvhICniYVXQ12Vmjj+/68F/guxTIx41S6idowzDIy8v77hwJh6C1FFoPQWsZOOvA2wqeNsTbStDnwe/34fMLFS0JFJcbKG1S1HQEaHB56fQH8AQDeII+vEEvgXAoeoBFiEQiRCSCUgqz0YTJYMZsNGE2GLCazCTYHMTbzDjsBhzJCvOAEDLcQmdBHGK3ajuaNYkkaxLJ1mTS7ekUJBWQn5hPYVIh8Zb43uNyNUL9Tmjcq50wnbXahc7bRsTvIuJ3oQIeOoNpbKhLY3OVnQOtYao63LR6fXT4PDj9TjwBN8FwgEgkfFyb06AM2Mx2bGYbdpOFRKudFIeDxAQjjpQIxkIfLUVmGlMVFqOVeEs8qbbUw6+8xDwKkwoZkjKEwuRCDKrbDZFIBFoOQNUmaC6BtnJorwRPq3bhDjgBEFHU+vNYXZnKugojpa1eap1OmtztuPwu3H7nccfTGwqFzWwj0ZZAmj2BVIeV1FQDtgF+vGNNVBQYiBi0C36cOY5kazKZjkzyE/PJT8xnTPoYxmaO1YRlOAQ1xVC9GRr3abE567ULXNj/ZfhioMZfwMcH01lfEeJAm4fq9ibaPO24fB1EJNKbu9+YOEscybZ4chKSyEyykJDrIzjRxKFBRoLmL8VUnDmONFsa+Yn5DE4eTFF6ESdlTiSxfidUboC6HdBWph1jIe8R6xCBWv9gFpWms7oszP6mVuqcLTR11hMMB/o8pu4YlIEkWyK5CSnkJNtI6+/Df5KVg4ONhI1HisVUWyq5CbmMSBnOWCyc7HKSVLtDi6mzOtrBPJKWYH8+rhjI0hI/uxraqGytpt3dfNxtZTKYMBiMQPSiJl92OOU460iwxpMbn0p+ip3MgX6cMxwczFfIUWLYbrKTb0unSMxMdLYzp7maOHdzzDrd4WTWNRbx+s4IW2uaqGippN3dTNdlNxZGg0m7iBrNGJQx+qtWXnGkL2GJEAoHCUWChMLB44gvhaFpNtJGhaie6aA2rWfn24SBQjFS5HUzy9nBLI8Xy1Fl/GLji44JvLHHwdqDNRxqqaK5szbmehUKq9mGORqPoUtgKBXtcGmi8Yh269Z+XUIzEArgD3p63ScSrQkMTUpjeD8jCdNtFI8DrzVGfCIMCwQY7/NzptvDWH8Ahdbx8Ckblb7BfHAwj6V7GtlVW0JjR03MfchstGA1WbUOvykam1KHxaH2Hv2OAUEIByOH49HeI4Qj2nUwGAnhD/rwBT0x48twpDAyOZnRQ8zUz01h54Ag/kjP494SEUYEAszwepnndJOBBa9YaA0lsrl5Em9uFYrLD1LZfLDHPmM0mA7HZDFZsJjMGA2mw7EYlAEFUaFoPBxnl2jW4ghr3yNfxhmWCP5QAH/Qiy/oJRwJHbmPKMXAhEwmZDgYPiuVPbOTqTM7cYU8PY6U+EiECT4/Z/giTPeYcAfN1HoH89G+dJbt2sfemp14/M4j29xoJs4Sh9loxhIVqGajCZPRiMVs0TpnKIi+K9BeKnrEKaXlyaIdvHAkQigSwR8Kfdnpi4TxBjx4o1qgO1ajhTHJGcwa7EB9L5c9+T68ARcdRPBHr39Pxff/nxLIqquXcEIqV6oAWCQiRTFsTwErReTV6Pf9wCkicswM8qRJk6S4uPgEeHsMti6EHW9AzRatJxpFjFa8piSaI/HsdxayfG8c60uq2F2zlxZn/eFyCkWiPYkEiwOH2YbNYsFqtmA0GQ9nd4j2yhAIh8OEwkIgLIQigi/gx+V34vQ5cfs6j7iw5MZnMDEzjfETU+k4J5fy1CAdvg5afC2Eo9kkgzIwInUE03OmM2/wPPIS8zRxte1FKFmqCckuLPGE47NpkBQOua2Ut/djwz4TG3bvZl/tDty+zsMxpTpSSbYnkGS1k2CzY7WawQxiEowmA0azEZPRgFEEYySCUSIoMSBiwh8x4Q4ovP4g/kAQfyiI0+uk1d1Ch6f18MnYbrJxUno/5kzKIemHEzjU30Crr5UmTxO17trDF4pUWyqz+s/ikvSJjDmwCrX3Q/BEL9hGCyTnE0rK45DHzp52I2VtaZQcMLF5xyZ2VmwiEPIB4LA4yIpLJyM+iRSbnQSHHaPdSMgaJGAOghkwG3CYzTiMRqwSxhYOYgqHMIYVKqKIRKy4JI7WoAOnN4zP5yfg8+PyOmlzd9DqbqbT0wKA2Whmamo/Lpw8kPTrT6E210a7v516dz0VnRU0e7UYLAYzJ5tSuKz2EFOc0ZFLcZmQMYxIQg4lbgef1xsoaXXgrLGxrXgtWw6uOhxXmiOF3MQMMuKTSUtIIC05GYND6DB10m5xEraD0apIssWTZLISZzDgUBAnIeKDbiweJ8ofJhQ04hcHTcYBNEQycbsCdHY4cTk78fk8uDyd1HfU0dRZi0gEozIyMy2ba08bT8pN59OQomj1tdLoaaS8s5yyjjKCkSBGEWZ7vFzb4WRcQgGkFULKQMoCCSw9FGBrg8LUkcmBjSvZuHcpTm87CkVOQhY5iWnkpqaTlZZOakoycSk2ai31VKpaApYQyg7pSRlkJSeTGZdMqtFKfCiMIxjA4evE5mzG0l6N0ech4DfTbhhAqW0CVcEsOjtctLe2097SjNfVgdvTSUNHLXVtFYTCQcwGE+dn9OOnV56D9YYLaDZ4aPQ00uCqpaJmA3s9dbgNCqMIZ0Ss3Jw4koFpI2g1ZfLufi+flfvBm05w1z5Wb3qFhnbtplr/hEwKU3Pon5FJblY2Of1zSMlOp8Fczyb/JhotHYTjDAzIzGdoegE5iZnk2FNJM1qJj0B8wI3D04nN3Yyx6SCW+l0odzvukIOK5DlsTzqbquYQrY2ttDa20tzQgK+jBY+7nfr2aqqbSwlFgiRbHNxYMIDL/vwLAqdPptnfQkPZSuoPLOFQ2MVOqxWn0YANAz9MHsX1uWezrtLIwh0uGt0OCptDFK94hp3lnyMI2XHpDEvPpSArm4EDBpA7MI/svH7Ysuwscn7CWvdmgnYhP72QoozR5CfkkWPPJMuWTKKykBiJkBD0Yw+4MTobkJYDSOM+VPUmCPrw2XM4OPRn7LHPpLGuhcpD1dRXVNFW30Cgsw1nez11bTVUNpcgEmFUfAr3njqTiX+5jU5zK82fP0xzww4qLWb2J6Sxwyg4JUSmOZGLM85ly+4hbK0LMTAUT3jjYj7Z/BLegIsUWxIj0vozPDePQQMLGDSkgEHDC0kvyGNzaAdPVyykMdxKmj2d8ZnjGZY6jAEJA8h0ZJJhTyfRYMURiWAN+VG+DuisgfYqaDkI1ZuQ+l0oBPeQCymbeBuH2hTVlfVUHKyh4kAFbTXV4Gylo62W8sYSGtqrMCkDV2Vmccdt83EMqsO5fSH1hGlIyaUiuR87DCF2+hrxRYJkGQZTV3oOypPDKc3NfLz4bxxq2I3VaGF0eh4j++cxavhQCocVUjBiMANGDsWUmchfdv+TxRVLMCojE7ImUJRexJDkIWTHZZNh1zLxceY4DCIQcGlZancTdFRpSYvabVC+FtxNSMpA2s94hKqEcdQ2uzhY1sD+/dVU7jmAr74G1dlEU3MFJbU7cfk6GGRP4J8njePUU1oJUk1nQjb1AyZSm5DBAWOEba5qdnQcADHib5nNhJbzCKx5j482PEcg5KMwqR8T+xcwZvgwRowdReGY4eSNHEpSXh47Ovdx65pbqXHVkBOXw7ScaYxIHcHApIFkODJItaUeeRdFRNMG3nYtydRRBQ27oeJzqNoIRguhk39P+4RbqO/0U9XsZn9FM7u+KKV8Twnm5nrorKW0Zj8H63ZiBG7KSOPO0w0kjzTgGXQyHTljqXUkU2UUdrhrWFK+AXekEbM3h1N3/4gP3/kbJbVfkGSN56SsAiaPHMmYCaMZNmkcuUXDSMrNxWi388LuF/jn1n8SkQgn9TuJSdmTKEwqJC8xjwxHBvHm+COTTV3xBVza3ZTOGmjaB9VboGSJliQcejb+7z1JW9hOs8vPgbpOdh5sZMvmAzjLD5HQUYerqYIvDm2i1dVAkSOB/4xOYvKVwzCNOg1f9mg6EjJISh+BzZb4teRZX6CU2iIik3r8/h0K5HOBW4BzgKnAoyIy5avq/E4E8qd3QelnMGAq9J+AK76Ap3ZEeHprO2keyNm1llUbF9LUUYPNZGVCxkDGFxYydfI4xp88hYETx1MX5+PhbY+wuno1BmVgQuYEJmVPYlTaKAps6fQL+LF2VEPNVu2AqtwACFJ4Gp2zbqfMWMCemg52H2hi64ZdRMr2I81VVNXt5WDdTkLhICPjU7l/7hzO/sdDqNwcql3VVHRWsLtlN5vqNrG9aTthCTPXkMRvKvaQI0YomAmFp0K/sYTSR/KvjW08tboUqzfCuMoSln36KLWtZSRY4piePZBZ40Yz+4zZjJk7h4RBg3BHfDy67VFe3/86AJOzJzMzZyajM0YzOHkwSdYkbRt62zRRXr8DSlfAoRXa8Ibh5yFn/5VmQzq7ajv4oqKNtVtraNy9j4SafXTU7eeLsvV4/E6GxyXzz7PPYM7jj2POyiQQDlDRWcGelj2sr17NyorluAkzy+vnzymTyBl6DuROgbTBLNpVz23v7cLlDnKWx89n7z/InqrNxJsdnNp/EGdMm8yZP7yAgSefjCklBYCl5Uu5d8O9tPvbGZcxjtPyTmNKvykUJhf2HCbQlbGuLoZ9H8HBTyAShmk3w6m3E8DEvvpONpe38cn2Wip2V5JeW4K7bBtbDq6h09PK1IQU/n3tVYy5/34McXEAdPra2PbZbawv/YiP4hy0Gw2cmjyCu2Y9QHJqISUNTn7x6jb21Ts5zWyjdskLLNv6CiZl4PR+hcybPY1zrr2CftOmYXA4AGj2NnPr6lvZWL+R3Phc5g2ex8z+MxmeOhyjwUhMRLQTY+kK2PW21n7xWTDvCRh8OpGIcKjZzeqSJt4qrqKlvJX8hgO07dvI53uX4fW7uDw9g4ceuJ/M66/TLiz7PiL47o3sUkFW5I3mHemkI+ThihFXcMvYX3HnB/t5a0s1wxw2Ru3bx7Pv306np5UZ6flcMXMq37vpevqdfDIGm+2wm+8eeJd7N9yLQRm4YPAFnDPwHEanjz72kIeu+NortRN+8XPaBWDoWXDxs2CNR0SLb+nuel7+vIJwk4exHWXs3rCEjSWfYgEeGTGcq15/DVtOPLx6GTTsIlJ4GnuHn8HicBtvlb5PWMJclPdLXv40g3BEuMYex5vP3cHWQysZGJ/G9WNHc8WvfkbeuedisNsPu+cKuPjlil+yqX4TEzIncPmIy5nVfxYOs+P4zmEi2l2iHa9D8fPa8Isfvqgd+2gZ5101nbxRXMXrmyoZHBaG1+/ho09fpaR2G5PiElh47TUMP9OKKv4PZIyAmb8iMvQsdjjLebPkTT4s/RBTJIO2Q1dzdvZQrCs28uQHf0RFwlw5YCA3/+wGRl93HabU1CNc21C3gV+t+BUAPxr1I+YVzqNf/Nd8HCXo087Rax+G6k0w/ko4/1GI7s/+UJg1Jc38a+VBdlW0c0mqlZrPFvPe2oW4vW38PX8AP7lAcGQLzPw1jLsC4jMJRoKsr13PXzb8i0r3HsyuGdwUvI4nH/sd2w6t5qTkLH5/zlzOvO2POIYPP2qTCw9uepBX9r3ChMwJ3DzuZiZlTer9GDsW7VVQ/Cysfxp7ZIUAACAASURBVAIS+8GPFkHygMPmRqeP1zZV8eTKUnLNZuYZnLz00r/ZsH8pk+PieeWkZApvPAs1+3eQMfTwci2eTn7w8mM0GD4gNZzM7HWX8I/Xf40xEuLXhYXcfP89ZJ57LspyZP68M9DJVYuvotJZybWjruWqkVeRYkv5+nGBdlfswDJY9iftGPzBizD8nMNmEWFzeRv3Ld7Ljsp2/jC2Pzvf/pCXlj6G39vKs4P6c9G/78F66lXafh3l84PNXPPiEhJzljO43Ub7606WbnuZGUnp3H/pxUy7807M2dk93NnWuI0fL/sxGfYM/jD1D8zqP+vbDfFrq4BPboc978G0W+DM+44wd3iCPLW6lCdXlTInP425fg9/f/w+thz8jKtSUnj4gXtJ++nNR2yPX772BR9sr+HsCW0kr3Ox4MUHaeusY35+AT9/5CHSzj0XZej5iNlzu57j4S0Pc1readw65Vay43rG/7UI+mDTU7D8bsgZD9d8BKYjr41rDjTxuzd34PGH+E+R4pl/L+aVtU+TToQPzzqT0W++gcFy9P2Z/y69CeTDt3T6+gW8ijaeOIg2vvh64EbgxqhdAf8CSoGdwKTjqXfixInyXycSOfxxZ3W7TH9guRTMXyS33fmZjBs4SwApjE+Tf542V5pXr5ZIOHzE4m+XvC0TFk6QGa/OkKe2PyUt3pavXmdnncjqh0QeLBC5O11k87Pd3InI1opWuemlYin8/SK54g+L5Ooz/0+S49JFoeT/cvpLx7JlPaps2PehPPrYYJn83CiZsXCCbDj0ZZl2d0C+/+Q6yZ+/SH736Hq55ORbRCmDZNsS5KGTZkrr6jUS6bYdRERqnbXyvXe/J6MXjJZ71t8jNc6a492iIu4WkRUPityTKfKXgSLVxUeY99V1yg0vbJaC3y+Snz+4Um447w+SYE8RszLI40OHinf37iO31aMTxHVXqjz/zmUy5aXJcvJrJ8uu5l0SiUTk70v3Sf78RfL9R9bIfTe9IomOVLEYTPL7wmHS8N57EgmFerj31PanpGhBkVz64aWys2nn8cfV3af3bxG5I1Fk4TyRgOcI8/aqNjn/sTWS//tF8tgzm+WyOT8Xs8kqGWarrDrzLAk5nSLhsMhb12t1vHWD+Nqr5Jkdz8iEhRPkvHfOk7WHyqTo9iUy6d5P5OVnt8vkIacLIOemZsre++6XsNfbw61mT7Oc9dZZMunFSfLa3tckFO4Z+3FRs1XkX9NE7kwR2fPBEaZIJCIf76yV8Xcvk0l3LZN3ni+W2UXzBJAzE5Kk4Z+Piuz5UOTOZJGnThFp3C8iIu6AWx7Y+IAULSiSkxdcK/nzP5C/v7tL/nzlf8Riskp/W5y8f9ZZ4q+qiunSewfek6IFRXLD0hukwd3wzeIS0bb7+ie02J47RyQUPMLsC4bkng93S/78RfLHV76Qf//5fRmQPkSMyiAvDB0q/rvHi9w/QGT/kiOWa/I0yfffvVpGPT9aTn3yYVn66l6ZWDhHAPl1vxxp++ijmO4Ew0G5fun1Mu6FcfJOyTs9jsOvTVuFyBMzRO7O6HHciYgcaOiU2X/9TMbcuVQ2rq2Sa8/4oxgNJpkRFy/V5+aKLJ4vEgocsUwkEpHvP/+yjHpmipzxwgVy/w0vi8Vkk0G2OPn8h5dKqLMzpiuVHZVy0ssnybz35kmdq+7bxSWitd3ye7Vj5tO7Y5gj8uDHeyV//iJ5ZMk+ee3va6Qwu0iMSskbg/MlsGdTj2V2VLXLkD8ukpOf/j+55C8/kbnjLxdAfpOZJe0fL+lRvovX970uRQuK5MGND0o4Eu613NeicpPI/bkiT80WiXHs7q7pkPF3L5Mz/rFSDnzRKFfP+b0AcmlysjQ/82yP8re9t1Py5y+SBRu2yG2/fEZSE7Ik02KTVXPnSqitrVc3frH8FzJu4TjZULuhb+ISEfG0aeeD+3JEOnpeS3zBkFy/YLMMvHWR7NhVIv++7iHJTOwnmRar7Djv/CPO421uv4y7a6mc/tBKOXSgVX527l8EkAuTkqXxiSd6dcEdcMupb5wq57x9zvFdp4+XSERk0W+0/fLg8phFXt9UKfnzF8m6F26XDf93vcwuulAAeSYvX7z79h8u9962asmfv0geW14iGz4olRkjzhODUvLvQfni2b8/Zt0iIiWtJTL2hbHym5W/6bv9sYtd72ixrflHTHNli1vG37FY6u4eLo0PniW/vehRMSiDXJacLE1P/rtvffkGAMUSS8fG+vF/+fWdCOQou2raZdTtS2TafZ/Ka09skaE54zRBOiBf2pYujbnMW/vfkqIFRfLjpT+WJk/T11+pq0nkxYu0nW/TMz3Mn+1rkKI7lsiM+5fLB88Wy4TCUwSQ32ZmSeeKFV8WrP1C5J4skccmS2XlWpn33jyZ+OJE2dawTfzBsFz0xDoZ8sfF8vriErlyzu8EkDmJKVJ6/wMxBaTT75QL3r1Apr08TTbWbvz6cXXRuF/k4SKtI9BafoQpEonIwvXlUnDrIrn5hc3y6t9WSkHmCDEqg7w2cpQE6upEgj6RJ2doJ9WyNSIiUtZeJnPfnCuzX5stT60r1kT/G9tk4d0rJTU+U1LMVvn4tNMk2Noa06UlZUukaEGR3Lr6VgmGgzHLHDdbXtDa7oNf9DD5g2G5+eUtkj9/kXy8oVLuvWGBOKwJMshmlwM/vVEiqx/Sll311yOWK64vlgkvTpSxT10gU+9fJsXra+TiaTcLILekZ8TsHHVtz+uWXHe43b81vk6Rp0/Ttv1RbSciUtrolAl3L5OzH1ktezfWyQVTbxBAbs3IlM6b8kT+M0fE7+qx3E8/+JsULSiSn334sLxy31pJS8yWHKtdNl10kYT9/piuVHVWycQXJ8r1S66XwFHi7Ruz7RVt+694IKb5gcWa0Fr8RbW8dO9KyUrOlQyzRb6YXCCR0jU9ynsDIZn+4BIZ9/T5cvaTF8n1Z9wugPwiPV06P/mkVzde3fuqFC0okndK3umbuES0DupDI0Uen9KjAyAiUt7sktF3LJHL/rNeDm1vlEtn/UoAuT0rS1zr1vUo/1ZxleTPXyR3LftQfv6nB6Sw32hJMJllzSlzJOzx9CjfxfVLr5fpr0z/ep3r4+GdG7UOTmNPwRCJROTnr2yVwX/8SMrqnfL0zxZIalyajLQ7pOKXv+xRdt6/1srkez+R2nqn/OmKZ8SgDHJhYpI0PfWfXlff7muXaS9PkxuW3tD3YmTHm9p+ueWFmOZPdtdL/vxF8sYna6T4t9fKKUUXiQL5YPiII855JfWdkj9/kdz5wS7Zu75Wzp98nQCyYGCB+MvKel39prpNUrSgSJ7e8XTfxiUi0lKqddw++GVMc7s7IOPvXiaLH7pO2v48Qn534WOHj6H2998/XO6vS/bKwFsXye6aDvnwsW2SnzlMcqxWeev0UeIN9kwcdPH8zuelaEFR35wfjybo1651/zm11yI3PrtaWu7oL8EFF8qLd6yV9KRsGRcXJ1W/+pWIaB28OX9fIWc9slq87oD89Ya3xWgwyuXJyfKHm0bK0rLYOkRE5NbVt8qUl6ZIu6+9z0MTEZGXvi/yYL52TY7BZ28+KXJHohxa87p8/s4BmTHiXLEYjfL5pEkS9sVe5r+FLpC/JU5fUKY/sFym3f+pbPysUk4d830B5IG8fPHs3BVzmT3Ne2T8wvHy02U//XYX7VBA2/nuShOp6XngflHZJkP+tFiufnajrH27RCYMOkUUyGsjR0qwsVHbYR8ZK/LQCBGnlllr8bbIWW+dJWe8eYY8+PEXkj9/kby3uUr+ftObYjHZ5KS4BKm67/5eXbpn/T0y9oWxfZNBaDqgZdyeP/eIbH0XT6w4KPnzF8k7m6tk4d0rJS0xW3KtNtn/o2sk8und2sVi3+IjljnYdlAmvjhJRj1+qVz61HrZ+knF4Z72G6PHSKA+doaxw98h01+ZLpcvulwC4T4SWstu03wsXdHD5AuGZO4/VsnU+z6VqrJ2ueU8LdPxs7R06bg+R+T1q2JukxvefkKKFhTJP9a9II/9YpFYzTaZHZ8g9Q/F7sGLiCwrXyZFC4rk9X2v901cIlo28r7+Iq9cFtP88c46yZ+/SJ5Zc0g+e2mvjMqbKg6jUTaMHSiRhgM9yre4/FJ0x8cy/fnL5AeP3CDnRS/aLxQWSqC+vlc3fr3i1zL5pcl9k4XszhvXaB1LZ8/9JRAKy1mPrJbZf/1M2prcMv/7//qy7WJkg59aFd2Pd2yTW3/zpKQmZslQm13KfxlbDIiIeIIemfnqTLluyXXfPnN8NLvf1/bL7bH3h+fXHpL8+YtkfWmzLLn9GRncb5RkWa1y4LIj2zocjsgpf1sh5z66Wtoa3PKL7z0kgPw5M0tc69f3uvptDdukaEGRLNy9sNcy3xhXk9Zu7/88prmu3StD/rRY/v7Gcqn4w2y58hQtKfBM7gDxV1YeLldc3iL58xfJSxvKZcuScpk18ntiNhjkk0ljJdJLZ01E5IVdL0jRgiLZ17KvryPTzgdPzhD510kxzw2RSEQufmKdvHrvjyR4R4Y8ctP7YjFZ5IdJydL8zJdJlj++s0OG//ljaXH55dV71ktyfJpMi4uTJ64cd8xz329X/lZmvDrjmELzW/HezSL3Zot4O2KaH1myS5pv7y/uF6+QZc/ukhF5E6W/3S6HrrxKRESCobBMuvcTuX7BJnG1++QP3/+PAHJbZpZc9eeR8kl57M5oJBKR8945T65efPWJiUtE5PN/acdcjI6biMj+z14UuSNR1i57U/aur5ULp90ogCwZMlRCTqdsrWiV/PmL5M3iKtn7ea1cMPXHmn3ESDln4Snyi+U9EzEi2nlkwsIJcs/6e05cbPuXxrwWdxF4+TKpu71Abn93u3S2eOUP339aALkzK/vIZN53QG8CWf+r6ePk4U9KqO3w8vBFY/j4+eWs2PkOP0hK5sZ/PIS9aFSP8iLa+LNESyIPznrwq8dAHgujGS58ChypsORWbTxhN8YOSObWs4azqqQJ77AEfn3NXSTFpXNXWTn1f/s7bHhSmxXggschPhPQHmq7d+a91LnrWLDnOS4c359+9UFeXvo4Jgnzt5Om0P+3v4npzoG2A7xZ8iaXDr+Uqf2mfvO4ukgfDKfdBuVrYP/HPcw/OXkQYwck85dl+5l73QSunP1bqv0+nl28GM+7/4Gii2HY2UcsU5hcyBDLPFT8Lq6YEeLTtzazft9iLktK5ozbb8OclRnTlZf3vkxnoJM/n/Tnbz7l2tHM+RMkDYAV9/cwWU1G7ruwiPpOH0uqWrj8uosYN2gWC9rbKNtmRc6454hxdQAtLj+rtuaTpAazp3gn769aSDDk59bCQjJuvimmCyLCE188weDkwVw85OK+iQsgOQ+m/xz2f6SNMT+Ks4qymTowlWfWHGLy+QO5ZNZNeMJhXqp24tx6sEf51zdX4fSFuWPG7xlcPplVu99hdlw8Z/70p5izsmK6UOuqZXnlcq4YccW3H1N3NHP+pM2ksXVhD5PZaODnpw6mvMXDtmYX50y0U5Q3ldddThoXvnhE2UhEeHljJVMHpjI7fQjtu1tp7WzgptQUsn/+815X/2nFp7T72/npmJ/2/VSHI86H1EGwZUFM8w8n55FgM/Hu+j1MiDzFnNE/oMHvZ8mq1fgPHTpcrriijbJmNzfMHETJxno27ltKnMnImaMLcUzt/fzwQekH2E32vt0fu4hLh9EXw863tKnmjiI7ycbckVmY97zJAPM25kw5gzhbAu91dtDx3vuHy721pYY4i5F54/qza101W8tWMDcunh2TbWDu/fzw4aEPGZM+hmGpw/o+NqVg4jXQuEcbK9/DrLh08gCm+9fiHjCDSaeOYOzAWSzzeWn/aDEA4YiwdHc9p43IxOQLs7l4M+2uFi5KTGLpyCAbajfEXLU35GVF1QrOKjgLm8kWs8y3Zuzl2gNvZatimi/LqiJNOfk87jSGTc1mUuHp1Hi9bF69mlBzM9ur22ly+rlwfC6HtjWx7dBqjEpxTl4eVSPSWFa+LGa9lc5KyjvLOWfgOTHtfcKoC7X3vR/ENA9pW0M78bzdnM/AMelMHDwbgE/a23CtWsXyvY0YDYrTR2RSuaeVkrqtDIuPZ+Ts2cwcOpe1NWvxRR/M7s7m+s0EIgFOzTv1hIVG4RywJmoP/h9NKIC5bAV7Emaw7lAbCak2Ro8ZTXpyNmt9Xtxr1p44v74FukA+Dlpcfl7aUMHFE3Ixlbl5b+1zxBmN/G7GdJIuuijmMuvr1rO1cSs3jr2RZFvyt3fCkQon/w4q18c8cVw1LZ9B6XE88tkBTr9yLN+bcgN7vR4WvfYagWX/gsLTDj+Q08XErInkWadhTF7HT2Zms/KDYraXreHypATG/OY3PR7M6OK1fa9hMVi4aWxsMfaNmHgtpBTA+sd7mIwGxf+dMZT6Th/rGjq44JJzGNp/HC93dtC82wizegr5Dm+QL3aNwUw8mzcUs2zDmyiEn4waRdK8eTFdCEaCvLr3VU7JPYURaSP6LjaTFU66WXv4smFPD/OkglQmF6TwysZKxpw6gLnjL8MdDvNOjQdvaVOP8u9uqyEQEm4Ycw2ZZUPYULKU0+LimXj99Uc8sNadnc07Odh+kCtGXPHNHhI6FpOvB2WEHa/FNF87o4C6Dh/bG52cPM7OsP5jeM/tov2dd3uUfXNLFVMKUpkUP4SWvY04Pe1cmpxMymWX9br6j8s+JiIRLhl6SZ+FdJj0wZA3XZvFJganj8gixWHmva2VjAi+wEnDzqbZ72fVunUEa2oOl9tR00FFi4cfTBrAweIGth5aSbzJyIyJo7AWFva6+mXly+gf35/J2ZP7PDSUgrGXQcU67en0o7BbjJw7uh+ULCPDuJ9ZE6bjsMWz0u3C9dlnh8t9vKsOi8nA6SOzKNlSx+6q9ZzuiGPHWEevol5E+KzyM2bnzj7+Bw2/LiPnafOBV3we03zemBymhLfhSRvJiGmDKMqbxjq/n85Vqw77uLqkiVlDMoi4Q2zfsRW318npCfEsH+hif9v+mPU2e5vZ17qPOXlzTkxcAEPO1N5LP4tpPi2zkzxDE1/YppBflMbIAVNo8/vZunUrobY2dtd20OwKcMbILCp3tbC7ciNGpTglP5+q/mY212+OWe+u5l34w35Ozj35REUGA6aAJQEOLo9pzmzbShgD77YNImdIMiPyJgKwxevFs3UrGw5ps/xMK0yjrrSD8ubdjIiPJ3fGDCb3P4mtjVtj1ruxbiMAJ+WcdAKCipLYD9KHag9zx0BVfk5ZwiRWl3ZgdZgZXjSE7LQBbA8E8G7fzqbyVkb3TyLJbqZsVx0Ha3dyktlM3PTpTMmeQiASiLlfbq7fjMVgYWLWxBMXm9EM/SdAbYzt27wfgh6CA6ZzsNFFqztA3sg0hmSPY6vfj7u4mKpWD8Fw308/+m3QBfJxcM+K15Hkpfxk5kDWfriTnRWfc0lCAkN/+cteLwDvHniXZGty32ZHJlwNcRnaU/ZHYTYauHZGAbtqOmkwCefOnUdKfDqvt7XSsdsLU37cY5lgOEJ1+WSU0c/WLcUsL34PhXD1sOEknHFGTBc8QQ+LyxYzt2DulzNU9AVGk5YVqVgHLaU9zCcPSSc3xc6722oomp3L9OHnUuP3s6I0QsjYM7O4fG8D3oCBOblnE9xvpbj0U06Ji2PEZZeiTLGn/95Yt5E2fxsXDrmw7+LqYswPwWCCnW/GNF84PpdDzW7KXD5mThxEdnIOS10uOpf1zHYs2VXPqJxEzs+ZQ8eBdlzeDs5PTCRp3gW9rn555XJMBhNnFpzZZyEdJi4dBp0Ce96PaT5lWCYOi5HFO+sYbPiUCYWnU+3zsX3FCiLeL7N7FS1uDjW5OWd0NhW7WthdtQmb0cCMSeOx5Ob2uvrV1asZkTqCnPicPg4syojztRN8R3UPk8VkYM7wTJoObiE9tI0pwydiMppZ53bj+vxLYbamROvonDIsQ8v81G7lZLuDslG9H0PBSJBN9ZuYkTOj77PHXRSepr0fWhnTfPLQDCaEdxCyJjNwfB7D+k9grT+Ac+2XGZ8Nh1qZOjAVYyDCzp07cXmdnBwXz7KsRtxBd8x6yzvLafG19M0dqN7In65N8diLiJyaa2OCKmF/3GRyh6UwJGcsbX4/u7ZtI+xyU9nqoabdy4zBadQeaKek9gttuX79qMrQZjuIRXG9Jn6mZp/A2JIHQNoQKFsT05zSovm2yDmEfoXJjMjTHtAv9njwFBezvboDgIn5KTRUOKluK2FYfDzZU6YwKmM0Wxq3xKy3K+axGWP7OqIvMZohb2qvIpLK9dTZBrO+JoDJYmToyIFkpeayxe/Du2ULm8tbGZoVT2qchZqDLZTV72Wc0YRjwnjGZIyhwdNAvbu+R7Xbm7aTZksjL+EE/9dC/0naXPZH3QnG1wHtlYQyi2h2+Wlx+cnIS2BA2hD2BIP4du9mb10no3IS8XQGqKguIxgKMMZmx1Y0ipFpIwHY09IzCXOg/UDs2Zf6mpwJ2vR2waOy2PW7AMgaogn0HdXtpPWPo1/KQFp9PuoOHGD2X5azan/PhNB3iS6QjwMXB7FnrMLY7mbVtsWEI2Eu7t+f+FNOiV0+4GJF1QrOLDjz2w2tOBqTVRtOsH+JNp/kUXxvXH9MBsXiXXUUzRzAuIGzWefxUFNuh8E9Be/60hY62vuRZu1H+fYWdlasY7LDwbCLLuxVRH5e+zmuoIsLCnsXY9+YrttPMW7RKKU4f2wOn5e2YMmwMmPsTEwGIytdLlwxbs8s291AdqKNSwadTbA0QrurhdPjE0icO7fX1a+uXo3dZGdm/5l9FtJh4tK0aQJLY2dF5o7SRP7qA00UJu5mdMFsij0eGpcfWb7TF2RbVTtzhmXScMBFSc02jEoxZ8wYLAMGxKoagPW16xmbMZYES0LfxdSdwlO1P9CJ8UcJNrORaYPS2F5aRU7nO4zKHw/A5x0deLd9KTLWHNCymLOGZlC1t5X9tVs4ye6gdVTsoRWg3fLd3rSdGf1n9HFA3RgYzZaVrY5pnjYojZH+7SgFA0f3Y1C/kWwKBPBs/jILt/5QCyP7JZJoNrHji920u1qY5ohjRVZLr6vd27IXT8hzYkVkzjjttmjFupjmaYPSGGc4SG3cKHKGpjA4eywNPi/lm4uRSAS3P8T++k7G56XQUN5JeeNeAMYkJ1GWEWZH046Y9XYJrQlZE05MXACWOMgeA3XbY5pT3KVYVJi1vgKyC5MYkjMGgC/cbnw7d7CzRhORE/JTaCjrpKplP4Pi4sidPIUUe1pMIQKwr3UfJoOJ4WnDY9r7jH5joHF3bFvDbgLKxurmBIxmAwWDc0lOSOOA34//wAF2VreTGmehf7KdpspOqpsPMtxgwDZyJGMzxrK3ZS/hGH+QtKdlDwWJBX2bHIlFxnDtT5Bi/UlT/S5cqUW0ugNREZlIbtpgSiMRfCUllDa5GJ6diN8T5NChQ/gDPopsNmyjRjE6Q/sTir0te3tUW95ZTmFy4f9j782WK8myM73PZ/czH8xAzDkxs4rFYlVXkzKKLVPLZKaLlkmmG72E3qDfRM8iXUgyqimx2Oxms+bIIWYgEAAOzuyz62Lv7dPxE5W0TvjJlMW6iUwAccIXtrvvf//rX/+6u8OoirOfCS/oeQ2kvxVr6d7/cwD+8HbB4cM+9/Y+5c1qxZv/9E8s1iFfnA64vVjlnulPbBvn44856Z6w5+415vb17dd8NProbvMCcU+msVi7crz9FZgupx8JOerLmxXjky4n40cAfLNYcLy64d7Yq3/iTuMDQP4W8b/85f9ESsy/+5t/4lfP/5bPvQ4/+x//h63efX/z5m8IkoB/89G/+e4v5vP/XkxMe7bJHAw9i//io33+99+85dFP9vnzJ/+KKE35vy7WhOdvN37+//zDO2zT4L97+N+y/kPM+c1z/nW3S++/2a5T+ts3f0vH7PCz4599p2kBQmJx+LnwEG6If/XpAUma8ffPJnz2yOezs5/yN77P8m+qADnLMv7fb675608POJo94ulrwfz8148eYX/yydZ//pcXv+RnRz/DNu7Ik/Hjfy0269XNxrcOeg6fHPX4u29uOPP/Nz45/QlJlvH3f3hKfFWUv//9swlJmvFffnLA+dNbvrz4R37subj/YsNqPI95OOe3N7+9W6D1WALUZ81A6+ePxnSvf4NBxI8+PeVofMZ/8H1WJU/zf3x5y37X5sl+h29+94p3t2/4uevx6+24n9/f/J4kS/jJwR1OXzr6EThDMSioIf7l4z3+TP+apXfG6ecnPD78Mb9bLbn9BwECsyzjN+czfvpgyM2bJS/ficE8X3gef9fbzrKqUumPDzZ7HL6z0A04/nGj9AdgbAZ8qr/m1/pnHDzocX9fyEF+N50SvXzJP72ekmbwswcjLp/NeH75O/Ydl0d//mekusaXt5s6cxB9DJ7p8Xjw+K4yE3H0hdDq1tk6yHP+v2fHWLbBoydPcCyHr8OA4Ouvefp2ga7Bx4c9JhdLLmcv+dgwcD75hB/t/4hfXzeD069uv+Lx4PF318OwLY6+EL7BtYlpALz9FZPeJ7xdxEzXEftnPe7tP+ErMsIvv+S353N+fDYgTTK++fIF08WEzx0H90df8GjwiCiNuFhtsqwv5i/ufs1APHNJICZPlsOfwvoG+0i8x7+8XDA88tjvnvJqtWL17DmvJmueHHSZXflcz8XcsYe2jfXgQc4Ov1pUq0FZlvHN9Jt2chvLf+P2RfXrUk9+8qnYW39/MWPvtMvJSFzz89mMPX/On5z0mVwseXv7Ag346OwUYyCGljwePObFvPq5y2jJ+fKcj4fbpVzfWexJED6prdvN17D3EYeDLrap83KyZnzS4VQC5C+DgAfzyw8A+YcYPz38KUNnyPmvp3zz9tf8l55L77/arsH65fkv6VrdhOqLoQAAIABJREFUu9m0H/wFWB0xsKEh/tWnB3z1bolvwM//9EfYpsUvVyuWf7upw/vlsxv+/MGIPzf/JS9fi43sL0djvD/dDrb+7uLv+MXJL+7u5f/or0RpLd3UIv384Rjb1Pl/vr7m1PwVH53+lK/Way5/WdXLffVuwWQV8ReP97j4asazy99xz3F48Fd/tZUdmAZTvrz9kl8cb3qFf2dxX+pItzBaf/Fkj6fPXzKc/Tt+/OhP0DWdf1ivWZVY1l9JVutP7w149eUNL9495ReOx+uH23Wcf5iI0/yP9+8QaJ38GRgOnP/Hxm///OGYn+iisevksyNORx/xhyTB/0PBNPz2YsaPzgYsb0O+einA4Y9cl18OmkcYAzlIudPcdB2OPhej2Bvi4V6HP9Ff89p+zN5Zj7O9JyRZxpdffUXq+7ydBdyuIj4/GXD9esGb668xdZ3HnzwktDSeTp42fu7TyVO6Vpez7h1JR1Qc/Ujk1gQir79EJ+OXq1P6ey5P7oshE78LfPzf/56v3wlw/+lxj8nFiqvlaz51bHqffc7YGfPV7aZcCsjByMbEru86jn8Mq2tYXG5+7/I3RLrD388G+FHCwWmPk/1HfBMnhN884+nlnId7HVzL4OrNlLc3r/nItHA++ZiPhh/xcvZSef5XQpWz7zyOfiTz2GzU4/J3JPuiQfCrdwv2zroc9R/xdLVi/YenvJqseLDXYTHxuZwIrfwT28F++JBHAwFans+eVz4yyzJezl7yYPCeE+t3FUeSfa83IUrAPLovcnt6uWB46HE4vE+cprx4+RIjifnosMvsas3VTADk+/0+5uEhI2eEZ3q8WVQrXTf+DfNwzuPh4ztNS1y8/P1NX1a/PjsHTefg9BEd2+DFzZrBgcvBQAzNeRGGnCyvOR263L5dczl7xVm3y+jjgvS537/Pq3kV/KtcW1k3Bf4nz6pfn19A/wRd13gw9nhxvcJ2TU5P72GZFm/iiMfhLQP3jg+V/8z4AJC/Reiazr8Y/CWvvnpBnMT8ZadD5xfbgdTfv/17fn70c0y9WabwnxWmI4DWq+Ymip8/EtOM/uHFLfcOFnx0/AX/EAb4/+mfKj+3DhN+/WbGXzze42D+gG/e/oaOafKTX/xia3PeMlryfPb8btm6e/8CgpkYsVoL1zL44qTPb85nHK//Dx4eipfkPz77hngyyX/uP0l93c8ejrh6teD51W/5c9tB/5Ptm5YCKd9pc149TkQJl4vmsvMXpwNOg2doGjx8OOBofMbTMCD4bbFJ/PrNjCcHXTxD56svn5IkMZ85Dr8/bihFyvjdjfj7n+/dYclXN0TzybvmxqXPjnv8SH/O0jli/OiAe3sf82y1ZPJbATqjJOUPFwt+dDrg6uWcV1diPT7eH/CP8TOiNGr83KeTp4ycEUedZleS7yzew0TqWcxH2ht+nz5g76xbYUXC58/57YWQQ31xOuDq9YLz22d85HUYfiEAjjrA1OMPkz/wyeiTuy/5Hn0BgRxvXA8JSP5uOiDN4OzREQejY74OQ4Ivv+T5zRLL0DgdegKQ3L7hgaZhP3rMJ+NPeHrbDP6fzZ61A0bkO4Lrhuu4+ZpV7zFJpvP8WpR8D/v3+TqJCb/+mq8ul3xy1CP0Y755/jVpmvCRY2N/9DFnvTP8xOfGr1aDoiTizeINT4ZP7j63sfw3pjUmMg5heYl39BiAr98tGRx47PdPWMcx7549Z7IMuTfyWN4G3MoGzRPTxDw5yVnWl7MqgHu3foef+Hev0QUYiWdoQ/d/Iw7Zo7PPsAyN17drRkcdDofiEPki8DleTXi032V6teZ6fo5rmpw9foymaWiaxr3evQ0GOQeR/RZA5FD+G3UGeX4O3UM0w+J06HI+XeP2LA73hDPP2zjmaH3LYd9hNQ9ZhrccWxbm4WH+EafdU96t31XkMde+kHHtu/t3mxcIuZbVgXmtYr24hJ7I4+Fehxc3KwB6I4fx4ICLOOFhtrr76/tnxgeA/C3jT9Nf8PKd2Mh+9smnG+NSVazjNd9Mv7lbEHn6U7FZJ5ug4Sf3hpi6xn98OeHE/pJ7+5/zpR+w+NWvKj/39HJOkmb86b0hs9cRz69/x48cm+5Ptl/3729+T0aWNwPcSZxJTeKb5gaYz08GfPnmht783/PJmdggfuX7BL8t2L2nlwtMXePxQZeXX51zO7/mC9fh+sF23ZzayD8ZbZdg/GdHZ0+8HM+bAfJnRz0+0cWLenx/zNHwId+kKeGzolz1u4sZX5z2mV6ueXPzDICPXIfferdb/1kFIg+9w60/853E4Z9sBch7XZsnxjsurPuMj7uc7T0hA37/1dekqxWvJmvCJOXT4z63bwXzM7Id+h8/IMpiXs8bwBvwevGah/2Hdw8iD78Q49KbmMjJMyxi/sP6CMczefL4Y3RN56swIPzqK17KzeDxQYfZ1ZrJ6i0PdI3+o4+xdXuD8VHxevE6Z/PuNFRZtL5hQ84EfZ0ccb0I6O85jHvHvEUjPr/gxfWKB+MOhq5x+eaG6XLCfcvGfvSQ+737nC/ONz4ySALeLN60U84e3BN/zjavg9kbtKH4/jdXCwaHHgf9M87Xa9bPn3Mx8zkdesxvfCZzse73TAvr9CRn9c+X1c+99q/JyDjubNfNf2fRl5aGdS3rQoCT3oFobH078+kObYZdAZDeLuZ4ccD9scdiEnC7EI1RZ0dH6I7DUecI13B5Oa8CZHWf3u9vb5j9zqKzLypS9UObZF31vcccD1wupj79PZf9vmBZX0cRx8sbjgcO8yufm+UFDzyv0uR7r3eP14vq56qDzp7bvK9/p+H0wBtvMsiSZQU4HXqcT300TWO8P6TjdnkXx5ylSxzTYD0PWfhTxhkYJSxy4B2QZimToCCMbtYit1YAsqaJHBalezLLxD0pLWZPhh6X8wCA7shh2D3gTZZxEjVIhXYcHwDyt4z9xT1eXj3l1HU5eQ+I/HLyJRkZn+19tvVn/rPj9KeQhI0emK5l8Gi/w9O3Cw6if8/Z/hPCNOH3v/oVWVQA6t9fiJvxs+MeN28WXE5e8pll43y6HSAqJvJPxnfg7ali/2PQ9EYGGeDz0z7D9Qt0Uh6eDRl0x7yQbJaKp28XPDnokvgJz14KcPnYtnnxHnz45eRL+nb/7je2g09zFqQenx33+VR7TaS77D0+4Xj4kG/Wa5ZfiZ9P0ozXt2se7Xe5OV9yfvMcDTg6HvL1qgHcyHi1eNUSiPxcsFnhpqZW0zQe6Zc8Tw8ZnXTYH4iN4DyKiN684c2tcLO4P5aAZPWWe5aJ9VgAxDoQUfFq/op7vXt3lFAppA6QWQOYlZv4b1Yj4iRl73DIeHDAeRQRvnjBm1sfy9A46DosbgJuZm85MUzse/c47h43dtQnacK71bt2gNZASjgaGiyZfEPg7LPC5Xzq09tzGXr7XCQx0dsLnl+veLjfIVjHvLoQ9+AD28J+8ICjzhHX/jVxGlc+8mp9RUb23XtWN0UOIhvun/k51kjcO5fzgM7Apu+NSbOMd2/fMl1HHPUdVrOQ2VoAjgPHwRiPc8eUeqn+3UqAzTs/jIIAWYazCZBlrtboPj3H5HoR0hk6DDoCIL1LYvaCOWcjCZCX7+hZNuN74nehaRoH3gFXflXapEDkgXdwx4khgNbgdHPdVtfCmcTpczIQLKth6Rzsi2u6jhPGwZxxx2Y9D1mGUw4MA2O/AJEn3RPeLqsMp8pt7I7vNi8Vg/ubz9viAiTQP+jZXC8FiOwMHIb9fd6lKWeJOGyv5xHz1S1jMsz9KkAG8YypULntey0AZIDecZVIWN1AGuXP4l7XYrIKSdOMTt+m5wy5SVIGwaKd6/tnxAeA/C3Dmnd5OXnKF6aJ89l28Ksaaz4b3yFAPpZ6yybtGfDJUY+vLucMF3/H2Z5gWf+wXBK9KR7Ip5cLbFPn0X6X59+8wg/XPLEd9CfbGauX85d4pne35WzTESzrTbN28ePDHp9oApCMTnocDu/xIkkIXxXA5cvLOZ8c9bh9u+JSdvqeejZfG5vNcSpU88mdg8jRQ7h93vitcdfmU/MtV/Z9RqddjkcPiNOUb54+JUtT3s58oiTjwbjD9HLN9fyCI9dDf3DIi/mLDSCi4nxxfncWaOVQ2romti5cspdO+EOwj+OZnJ2IzfhNFBGdX/B6IgDyvZEEyMu3nGkavfuPARpBZJzGnC/P22G0pA6wmYkUXzvPxlwtQrojh1HvkEsgfnfF+XTN8cBF1zUu316x8pecWCbW2RnHnWPerjYbaK/9a5IsaQlEytyaQOTtSxKpXTyf+vTGLqPOIRe+T3R+wcXMF2t27TORZdUz08I8Puaoc0SapRsyBLV5t1fy7W7mlkSwfIc9voemwdUipDOwGXQE2Hi3WODGAUcDh/UsZC5ZuOPDQzTD4LQnfmcbAHktAHJrILJ/nDPGeahc+yfs92yuFoFgkFVucczYn3E6dFncBkzX15w6Nubpaf4R+95+BWQB3AaiSjVyvgNf/28TnYNNf+7VDXh7oGns92wmS0H6DMZdep0B10nMUbzCtQz8VcQ6WDDIMoxhcc1jd8wsnFXel4pxbYVBBuFqVG/WLjHI426RW2dgM/DGXGYZh7EgH5Zzn+liwtgwMfaK50hdv2KNQbxLTM28OwejenhjWJcqmopN7onD/rhjk6QZcz/G7Vp4Vp9ZHNPxm5uVdxkfAPK3jOXbmJvpBY8sG+fTT7f+3PPZcxzDuVtWS+mz6kJ4GZ8c9ZjfvMWOr/noTLz0nkch4YuipPP1uyVP9ruEq4iXbwRD+cS2uTnZ3uz1avGK+/37dw8i9z/eyiDfH3s80sTpdHj/kP3uKS+ShOilAMhpiWWd3/i8m75G1zS6Rx2ezZuBKQgA1goYGT0SLMiW0/KZcculti+0WV1xELlYzEkmE15NCpZ1OQ2Y+9ccGzra/VPiNN7Y0ADSLOV8eZ5v6HcaOdBqYiLF7/63wT5pmnF0cohjuZzHEdHFOa9u12iamHA2u1rz7vacM8ticO8xGlojg/x29ZYkS9phkPvvYVllvhfZHhczn97Ioe/u8S5Nid+943zqczb0iMKEt5cijzPTwjo746R70gj+FcPVCoPsDoVusAn8r64x+/I+nK7p7zmMekeEScLb16+5XYXsd23Wi5CFtJ7cd130fj9nURWrquJ6LTWRbTBaquRbB8iSdTWGp4w7NjfLIAciAFdJzChYcNR3BYO8mtAxTYYn4h3Rt/o4hpPrO1WoZ7AVgAxC11nPTa3j4IyDnsPVIsC0DQ4PxL30rsSyrm4D5sENB4ZRkQ0eeAdcrZoB8p1bvKnoHkDtGlhPhFQNIdu6WYUAeH2bYW+PqzTlOBVAK1jFLNYzBmgYw+Kax45Y42kwzb828Sc4hkPHvKOhNfXw9sQ+oCJNxWFAvvP3OjaLICaIE5yOiWf1mCYpg9gnyzImVxPSNGHPMDD2CtZ7YA8AmIWFDeyNf8Oeu3f3DbF5bmOxTipUnl3xPtjviR6nm1WI0zXxrD7zOML9AJB/mJFlGc++Fg16D2wL++F2If/rxWvOemd3ezPaHfFirFupyHhy0OMsExvs0XGHYXfMmygifFEAxDe3a+6NPan3FBv8Yc/inGnjZ4IoZ9/vtcDW7X28ae8j42zkcaJd45t9hqdDDodCM7h4/gwQD12UZJwMHBaTgOv5BceuR3w0aAQiINb3YnnBabcFEKlK9U16T+A4u+ZNOs61WSCaM+J373It6/2xaK6Zrq441jTsY7FpK+BRjqv1FVEa3b0TApRK9c3lbIA3yZjbdUR36HAwOuE8iokv3vJ6sua472IZOuevLwijgDPLwj0547BzuMHUQQFGDjstlLO7h2LQSxP4n50TO0MCbKH3HDkM3D3ehqEEyGtORy7LScBElh5PLBPz+JjjzjGXq0vSrOraoiy2Wjm0aZo43DQ16a1usAYH2IbO+VTkNpYb3fnNDWYcMe7a+IuIpS/eHft7e2iallea6gy5ApWtgcjB2eY9mbOsZ+x3bSFDKDHI13HCKJhz2HdYz0Pm/oQDx8kbojRNY+SMmPiTyse+W79DQ2uvnN0/2ZRYLC/FZEtvL88NYLTXp+v1uYwjDoI5HdsgWMf44ZJBBvqgYBhHzohpWN0Lbv1bXMPFM1uy4uocwLL2TltPBLgERh2b21VIlmW4XYuO02eSaeylQpqwXoQs1zOGhl4ByIplLa/djX/D2B3fPfmjorMHJZaXaAlk4AqAO+4KEHm7inA6Jq7VY5rEdMIlwSpmthKHlbFhYO4X99rAaQDI6xv2vJaYcQB3VAXISnJndwFyp4q5H+F0LDpunyhNSBebsx12HR8A8rcIfxlxfiXY14eWjXW2HWwogHznsfdkK4N8OnR5KFnWwWGPcf+Y8yQlKjHIb6ZrzkYui4nPrXwJ6XvWVq1nlmW8mr9qp8t3cCacLBq0rK5l8NCacmsciM1aCv9fPXsugO5UTPA5GXosJj5zf8KhrhEeDxsZVhBMgp/47THI0AyQ44B+OuVZNMQwdU4k8L2UAPliJnI7k93nN/NLjk2LrpQrqPJuOdShoBXw/z69pywn3tDncu7TGdiMe0dckBFdnHM59zkeusRhwuRWauYMASJPOieNMoRbX2wSrZRFdV2CyC3gXzL0lzOf7thm2NlnFobMLy64nAUc9R3B+suNY99x0Hs9DjuHxFm8CbRWLZbqQTxzdaCVZbC6Quvsc9h3eLcIcLsWPVeAjUmSMPZn7HVtgmXEMphh6QYDCSLVwWUbg9xeOftQDGYoh9rAu/vs9wSING2D/T1xzVexYpCFBnkZTjnQDYzDYj323L2cVVVxvb5m7I7vxsGoKboHm6X6YA5OH3Sdg75gkEGwrIPuiNs05Theomka4TpmFSzoamD0C4A8sAfMgipgmQQTRm5L8gqATo2JBJFrRzCm445FlGQsghhbsqyzVLCsAPPpgiiOGOgGxqi4bsWyzktNYRN/kjPLrYS3J2QIys60DiI9BSJjnI6FZ/VYxDGOv8JfRCykhGHPNDBG72eQZ+GsPXkFCAY5Wgo3FSjl1gOg64hnY+HHOB2Tjvz6ejFrtE3cZXwAyN8iFpMgZ1kPuhb0e1t/9vXidTss6/jxVoB8MnS5LwFy93DMqHPIeZYSXYgNcBXG3K4iToceq2nIdHXFvuMwG+mNTB2Ih6w1ECm1ShvaOhn3jQmX7NEdiqYagKvlknS54lwC5NOhy2ISsAgmHGga2uEB71bvGh9AdShoJzep366XDiEHll8HQ4I44eB4D9fpCIB8ecnNMqRrG8KX9e0N62DFsWXSPxasdBNAVsCrne7sPtj9LQBZ5HudDXg3D+gMHTxzwDTLiC/fcbuKGHcs/GXMQjKRI8PAPDpi5I4q5VAVStvamiay16D3BFhcYgxOMHWNt7OA7sDJHQPOz88JooRRxyZYxawDsVmMR4KtUuXqeVjt4Fb/rza8O4/O3iYYiVYQ+9DZZ9SxmK4ibM+kKwHybZLQj9aiIWoRsfCn7Dl2XqpXgKMJRPbt/t0N5KmHNwK/5vKiJpE6A/Z7DleyIWrvYIRju1wlMeNgwcCzWM0iFv4tYw2MQcFEDp1hxS0AxBTVnrV9f/jOwx2K4Rnl91qwEM8icCBlCGmaYXsmntNjhsYwE+Al9BPW/pK+rqOXAbIzIExD/LgYGTwNpu09ayD04/G66ta0vskZ5L5kIhdBjOOZOFaXWZLQi32SJGU6k5IQw8AYFevWlSB0ERYyt2kwba9BD4STBZl4xqCQ3Emw2HMMcY2BBJFOjyCJ0ZdzQj/Gl3+vrxvo3W7+sa7p4hhO5XDjJ357rD/k9x7q95sDZCFf6UmAPA9ibNfEscS1rZOELAjau85vER8A8reI5SRgJk/p2r658VLMfy5aMg2m7TDIqlO0AfCdDFwOtSmB0aW712Wvd8wbPyC6EgDqza146d0bCS3rdHXNkWmyGntbGeRWvRT7CiA3WGoBh9kN59meYERkSfQqjklurnOW9UQC5OnymgPDxN4/JEzDyslahQKWd+6lC8K+CKr6MxWSnXybjbmcBfTGLnv9A95GgkGeLEPGXZs0zbh4Kw47h4bJ+PQxQCND3npjTVPJF2B5RaYZTOkKgDyw6Th9bqOIdDbjdh0y8iyCVcRSgpeRZWKMRgztYeO6qdxa29i8kQAj9fCnaN6QgWdxuw6xOyYdVer0fTpxwMA1CVYxKzn1bCTLok2MDwiA7Jnedzuq/n1R1w1CcY9KgDxZhTieSdcT1zxJYvrhir2ujb+MWIUzcaiRmkjLsPBMbyO3STBpjz2GommoAiIVQO5XZAi2Z9LzBszTlFG4xDF1Ij/GD1f0Ab1baFT7dr8CsgCW8ZKu1aW1cIfCISBaF18LZjlI6bsWWQbLUIBI1+oyTTMGiQAi/jJgHazo6cYGgwzV+3ISTNoHyFBMCswy2aQn7q9ejYn0zC7zOMILVgTL4lkb1CQWfUvkWZ5guYpX7emPIQfCBYhUAFncOz1Hgn8/xvZMHEtcW7ReEocpYSzWz9U0dM+tfHTX6rKKC09hP/ZxjerP3GlIIJwDY3UIkDn0XbFuyyDGcowcIK/SlHT1/fJC/gCQv0UsbgVAHlgWs5GxVcuaayLbsPjpHYkXY31TQ5QwTsw5c3OPzlBoWf0kZnIurvttCUQupwEz/5ojINwfbDSdqMjLom1omRSD3AS0kphBMuFlPMR2TfaG0tYmiYmvr7mc+eiaGN28mK6YLW85NE26h4IdbgKRip1s5eVvd4U1UxNAll+7zoZM1xFuz6Lv7XEDxJfvuFmFopy9ilj6EmgZBu7xCWNnvNFUA6XGGrelxpptIHJ1RebtkaHnllodp88sDAmnU25XEaOO1LJK8LI/GOYsaxODPAkmWLrV3sbmDApgVQ5/Cu6QvmuKzdozceUmMU8SOrHPwLNEOTtc0LdsbFnyzcu9dQY5mucbeSuhAHIZRJYBsmdzu47QdI2RdAS4TZIKQF5Hc0aahjEu3hF9u78BkFfRqmUQOYIsKUAIFKDL6TP0LOZ+RJZlOJ6B63SZpxnDLBQyhCAhCFd0dL3C1jUB5FW0omO1CLTUc12+L8NFwURKMLIIBNByzS6zVLCsANOp+Hs9XUfvbQLk8n05C2btNehBrsfNcwuXYs9TANktMZGeiWt3WScx9noh3pFyjYe6UQHI6t5bRMXa+bGPa7YIIhXLGtRZVsUgF+tWBpG+vyYKEyIFkHUdza1et2d6rOPiwNR6bhLk5znV5CPbclt+AMg/zFhMfGbrCYemybTLhoeiilbL2bLbdUNbJ+PEmHPLkO7IyTWDV5eCkb1ZCrZkv2sLicXiiiPTIh33c11nPXIvxTYYZDlxp5FB9m/RSXkTdcmyjKNj8Xu4jhOSyYTbVcTAszB0jatrqeM0DXpH23W6rQJkTRMschNAlr/7KV2m66I5Yw7EkxtuliFjWaov2BEDY3+fPXdvw04LRG6GZrQHtlTJtx7LK7TuPqauMVtHuB2LrtwkJjc3zP2YUcfCXxXNXntjsREOnAGLaLExTW/iT9ptrNmWWzADZ0DPMZlLxsdTZdw0pRMJgOyvIlbBnKFl5hu20gY2SSxa1w2mUVX3XwLIA09ILAA6XRfP6bBMU/rRinHHxl/ELPwZI8AYFrKQJi3rMlq2y9Z58rkuW08Fc+G3bnXoOiZpBusoydduBgxS8Z6MgoR1sAmQe1avArJA5NY6gwybuclnq86yOqbHLI7pShnCciWuv2foGCXpoAL5ZaC1jtftMpEKRCo5jGLJ5bPVL+VmOQaO6ZJmGVngSzmTyG1gVGUIPQlCy4cbP2kbRCoGWT73NYDcLx1sLNvAlte2ThLipV8wyIaBZlWrTJ7psYpKDHLbEgurASDrpvCvpqRBbmKQlx8A8g8ulpOAZTjhQNeZdTY1dSoU+9oKQO5JlnoLQD7QZlwzoDssAPLNfE7q+9xKa5xRx2Y+WTNfTdk3RSPD1tzabKzp7Isu7EUDgyw3gpukyyKIGex16HeGXEsGebqOGHkWaZJyLQHyvmEylDrdpgPAbXCLhtaedrCzv9mdDTn4mmUd0b2sGJ8kIZ0vuFkKSy3VWAMw6vXQbZu+3a80nai4DW4ZOsPdg8jVNVrngJ5rihejZ9CRG+DNRDCXY8Ug+zMcw6ArdYNDu1mne+vftttY4w6KzVpFEokSomSQ6wB5niZ04oChZxGuYoJ4KZqGagC5zrK23liTM1ql6yjpdPty3QBhzeR2WaQp3STAsw0C6Tnb13X0TgF+B/Zg475cx+t2WdYcjJTAvwKRmlYBkbZr4lodZmlGX8oQ1iufKI7o6DpGDSCv4lVlrO8qXtE1WwTIjbktpMa1yrIKENlhnSR44ZponbCWILGn6+iD4mCjAFUZaAVJsCOWVd4/Sg8tr6FXB5GW+Hrgr4mjQobg6VqFZVWHs2Vc/M5alyHI9SkY5KrEomMLDfIyiLHcAkSus4xo6ecMsud5G+/2jtnZ7cFGMchRSWJhdQU5BDimgJ1+lFYBcpaSrr5fVm8fAPK3iL/+nz8lNuYc6AazjrZVg9zquErFIG/R6Y6yKZfpALdnVrrO46trbqQB+ahjcXs7I81SBrqBPdrb6KZXcePfoGt6OyyrrgvWp0E+UmZZJ8sIt2sx6O5xHcck1zfcriOGnkWwjlnJTWNoGPQOhctAk5Z1GkwZOAMM3bi7nMrR3cIgr2/J0JjjSQbZouP0mMUR6Xyea5ArWlYJtLp2d6PcCwIgt64bbALI6wl0xvQcMwciXVlCnYYhThIy6lgEq5ilP2NkO5h98X1lXVSXWUzDacsl3yEkAURF41JRqh/Qdy1mfoSua/R74poXaUon9vN7ch0tGWjkTUPv0yC3CpDtWskXCu2g3aFrmwRxSpSkOJ6J53RZpFmFZQ3CNZ6uo3kFW9WxOhWQBbsEkTWJhbyv+rV7lstcAAAgAElEQVRSvW10mKcJXQmQFwvxHuloejMTWWKRl9GyXfCv/q2oAfxTZVlNCSLDNMGKAtHsFRbNXkZvk0Eua1mDJGgXaKncFNhTAFkCqq5d07JK4BwEa+IwIZbNfbamo9lFQ6imabiGSxAXDWHtM8h1lrUKkF1L7EV+lGDaVZY1XPiE8t7sdDefo7LEIsuy74fEwi6eCU3TcEydIEo+aJD//xBOx+Ly3SUHpoHfs7fLENYtjqvsvUdikcR0kykXSR/TMhj0xfVMkpjk+orJKqTvmFiGznQichkYOt7eEat4RZBsdpJe+9eMnFF7INJpYOsgZ5CnWZebVSjZuh4LTSO+EQzywLMIlsLfE6BnmfT3hGyjXhIFAbwUS9lKbJVYTMEdkKHnEgvP7rGMIvzplGWYMJYgci1zUwC5b/UrTScqWgfI7lCwkPXm0XAJdl/IEGT3smKQp9INQWmQV+GckWnkvqxqbeoAeWd6z/IBQL0L3EHOIAMM5LosEimxcOW6BXPpOSvAmWM4WLq1e4mFUyv5QlHStro5W7cMhO2UY3VYkNGXADkOE4LQx9N0dK9Yk47ZqYAs2MG6OU0AedYoQ7AcA9twWacp3cgnSzNWS/H36hILxUSW2brWAXLeEFX6HZfAf6cCIvVChhAG4sCm3pE1FwuVmzrcZFnGOl7jmM5dZ1SEBE75fZgzyOIaHEsykXGK6RjYSqebJMTrkDgR96Zj2xssq2u6+bpFaUScxu2CfwVYVU4KTMp7tQDIaQX8r9KUeBUQxQEa4Lqb1+yZXv7MhWlIRrZ7gFx7JlzLkOBfx5LSC/Ov//q9Frq7iA8A+VuE7/ssVyvGhkk27G1lkCfBhL7Vkn2Rtwdom6M4AdYTdDLOpU53byx0w5MkIZnNuV2FjLoWcZQwX0qArBt09gXobjoAzMN5+2xdY0NUmUEWANm1PBZAOpszW8tmr2WUlw+HozEdu4upmY0s6zRs2b6oyTEARG7uEMvQCoDsiJfN9Fauk2r2CuZ4pokrQWTX6m6ALBCNNYqBbSXcISRh8eJXES7A7uSNbHZJYjFNE3rhOmdZozSgq2kYkkFW990GQI5XLdsXNTREqUOcO2TgimYvgE7PxbEc5mkqXCw8M2+uHBgF0NI0rbGRrX2ArKyZSoesvPvcq9hO2R0T1/SYp9CVIMRfhyRpgqtXu+q7VreRQW513eobNuS6cSg0kcsgxrR1bNPFT1KcJCQKEwIJ0Lo1+YgCHcoKLc1S1vG6XQ2yVStnp2mlSc/NQaRgIpWWNfTXRH4NIHeqBxugArSAlkFkDSCryo38ugKRQZRg2QWIXGcp8XJNJO/NJhDpGE5OBCkmuVUQuQGQ5b4k19PQNSxDw48Fy6rkI+ssJVqHhHGAa5qVNVNRZpDX8nfX6vOm8I9i6KNV8QzKcC0dP0rRDR1DOvXYf/VXOE+etHed3yI+AORvEbcKnOg6jIdbdbo365v2LKd0XWxqwSYoUhv4JPHwo5ThaIBpWNwmCelizmQVlZq9JIg0DPoHQobQlN8iatvfcxuDLIDlLOtysxS2U44hGobS5ZLpOmLomRIgi5f/YNBH0zR6du+9EovWwu4W4KMc/hTNHTH0LOFi0bXw5EY3nYnr7thmwURaFkZXNnXY/UZ2vHX7oiaWFQTDZXeFxEJqBjuuuPZ5ktKLVnRtgzhMCBMfN8vQZdOQKmXXGfJ1vN59bsGmTle4IZh03B6LNGGQBjimQbgWJe2urqOXNu16I1uWZTuQWNQ0kVCwklansJ2S5Wzb9FhkaS5DWEntoKe9X2KRZVn7DPL7NMiU2DoFRkyHII2xkkhIRyTIqDPICnQoMKLybFc+UmOQ1UQ2mZtnV5nIXKcbrAn9hEgCNM800cxiuIlnVTXI6hDQKojcYJDln5JBdk2R2zpMMB09Z5BXaUq8DgqA7G2CQ8/08pz8ROa2awbZsMEsyDXXFCyrYemYEkSGaUbkR0RxgGsYlfeICtuwCdXBdZe5qUp0uGwAyAZBLLT7ppS/BN8zD2T4AJC/VUynYkPsGwbmeG+rxGIWtWyDs812SoLmBR636xC3YzHoDgWDvFhwuxJuCMJ2SlrhOA6DgWj8a2LIl2HLpcOtWtaCQV6FqoGhyyJJSXKAbBEso1xfN5Dm/k1d5yAlFm2um90TL8Ykrn59LRjkgWcxXQt2vCNLbvPVCj1N5HhYAf4Hpplv2D2rR5AEREnV6WEdr9tlD5pAZBKJl6Xdo+daLIIYTdfoyWtX5WzXMojDVLz8syxnkOtslorvRW7qv13hYpFmsAyTfCjDPE0ZSPcNAbYCXK1qzdSxqk01YRqSZEm7TGTd3B/EIc50QdfzpqF1mGDZOpbuEGQZntyI1ytx/YJB3pRYqAE963hNRtZubmpzLpMJwTwvZ3uWyi2Vek+XOE0xooAoSPC3AOScQZYgRB3g2tUgKwa5PnBCalnNQstadkMIoogkENICEDKEcihApZhjxbY6xi4lFkHl65ahYeiSZbWNvFTvp5mUWIjnznU2r9kxnHzdFFDejXykBJBrINKxDPwoxTC1PLcwy0jClDgN8QwDzXs/QFbvlXbZcfl7LE/Sqz0TjikYZADD+gCQf9ChGOSeruOO97cPCmkdRPb/KECeriPRde70WKQp6XzB7TrKG6IUgzwej+lKpqVeEoVdMMjbJRaZ1SHEYhkmuefsIo6IFwuSNJOl+oR1uMQzTZxewbI2yRBaZ1mbGmsg99MdehazdZxrkAFmiXBD6NgG4SrGj5f0NR29V2VZ6weA7wWILPlgKis0gG6/i6ZprLIUNwnxJIMcRGuhZZUMclNHvdJE7mRCVPm+LPnpqslecz/C9gxcu8s8y+ipUq4fkqYJjq5VmB/XcPPNGgowYustTZqDYsOuSyzkvapY1rVsGjINm3WS4iQRSZLih7KUq+nonSqDnGRJnpM65LT7vMnrKct+Ir+Um+qql0BLgok48P95DLLMbSfgX61bUgWRikFeRwmmI8A/CDeE2C9ApF0DyJYu7uWdyhByEKnYccUgi2vQNA1XAi3D1LHMAkTGfkSchNhbWFbXdAsGeRfseA4i5T0ZrQpJiQzXEo1shlFikLOMKEyI0xDHMNCdLQBZHmx2kpuSWCRliUWDBlkyyJquo+smvl+T5X0P4gNA/hahGOSBoeP1x41letgBiHT6zTIEuWnPMy+3C3NMT3SJLhYsg4SuU5vsNR5vZepgB/6e25r0pE5X02AVKEutDqs4JphL30vXIg4T/HBJr6TTajL2hx2AyCZNJAjg5Q7p2EbhySpZrlma0I3WYt3WMVHi45EVANna9Pb83oBIlaclNciB2JQdz8a1xX3pxCGeZQjNZ+jj6Vq+bk3NUGEakmZpy2xdjfWBUuOQR9dR1kxF5/kiIwfIfiCZKq1qO1Uu9wI5+9MqW1cv+YIAJDUQGUQppiWYyCBNBEAOU0JVqtd19FJJW+WggJbSRLa6bmYDQE5CkKDDq4B/HVuClzhYVwGyYVTWTbGsdYDcKvjPgZYEI6qCJEFK2VLLtHQstR5pSrzySWR1w66xrJqmVXS660TkuJN7ss4gl8CeavYyzAJERllGHMZEsQCR9UEaINYuB//yT89o8T1Zf96SqCKvgAJEarqGYRYAOYkSojTE1bRmBlnflFi0m1uNQY79TfAv5SMAqa5hmvYHgPxDDcUg970OHbffyLDCLiZEDbZokGsMcsfCMl3WmkaymLMKYzqWKNWvggWmptPr9Qprn+8FgzwQHfUlj1EAwiWa3aNjGXkp25W/8/lMHGQ8WwCtdbikbxg50OpZmxpkZYPTLkBWmsja7zlag+XlLw/T0nFtyVKlGd3Ix1MyhCTETbN89G0Tg7wbEKnY8dLo29wurEfPMfEjYRdmuwaO7bJKM9wkzCUWYeTjaoVO1zIsLN2qHNx20nySM5Gl3PJN26lYM1mWjqnb+Bl0Y+WnK8udWlWDXJ98lTPIbTT7qqiXs6Fiz1RhIiWIDJIEWzay5YMLdO29AHknINKwAK16sEkCMdESUcoGaanllGQINQa567oVN4R6k56SN7W6bpomwHAOtCQo0U35bU02RFVBZJhlJEGcM8jOH9GyKga51edN0wSwimsaZKsKkNdKp6uXGOQgJkpCHF1HtzfXwzGdopFN/tmqxEI3QLeKdYuL+1GFamQDMG35HGWpfP8HYsy0u7keat0UQQItM8i6KYbw5PdkXLDKMhxLJ4hFbqkGhmF9kFj8UEMxyMN+n47ZIUqjDa0n7IhBfk+T3iLrsApFqd7SXZZAMpuzChM6jikGF0QrupaF0elsWPuoUI01rTPIsJmfBJEdxxS5lcf6SgbZswziICGIl6I7W5ZFmyQWQRLs0AanxmbHPpgurmSQNU3Dk3rOtfTT7TomcSRGjbqalnuX5gxyCSDvBkQ2AOSSx2dlKINn4lgdVmlKN4swdE0y/9JP1y42jDqIVEBrJwA5agLIbgUgG1IT6WcZTirGGCsG2dY1tBJjVy73QgEmd9pVD/mzJq6l6stqmw5xlqJHoTjUKACl6WilzvrvBUDWNJFfhUGONhhkP0owzYJBDpKEaBkUQxlqLKu693KALNlYJU9oLQynAMbqzxIgyVlWqwaQw4g4idE1DdNpAJElBlkxka0yyCDyUHttA4PsWDqB1Omq3IIsI4lSkizC0Y3Ks6bC1m3iTEi9dtLIBuLZikoMcg1E2oZOKEFkmUGO44w4CXCoOsYUf88mIyPO4t1ILDRN3pOqqhGCYVZ+xNQ14kT0JSQaHxjkH3IoBnk46OcgsS5DyLJsNzKE92iQ53iswzSfDrXKMmIJIju2QegL5sczdLSOV2g9a7n5iU+SJTlL2Uq4CiDX8pO6yK5tsAoTLNfIAfJyuYAsk1rWFD9a09NKpfpaMxQU7EG7DLLqPC9JLLKswiAHkjnoqka2TOg9OzK3IPKFllV+v0mGsJPc6rpBqGiQ8676WDDkjuWyylJ6crNarwOSNBHTr0qbdt0NYTe5KfBfyq3EIHsl71LTFoxWkKbYaUwaZ0Sy5OhqVRlC2ZMVColF60yk6VVz26pB1nOdbhL6wnkkKjfplRhkBTbl72knDVEgWMfSYAjiIC8FW4aGrol1K4PISOl00/frdJXeUwFkU6+CgTsP09kqsYCSG0IDg5ykkdDpNrGshlMwyLto0gNxiFGgv6ZBBgEio0TYhRUa5JQkTERutcOoCku3cpJrJ+w4yHVTADnYkFiYMjcAdGGHpgByGAe4gNakQZZMepRExWG7bfBv2oXEIgk3wH85t1QDy7A/MMg/1JhOpxiaRn8w3CpDCJJgN53nWyQWmW4SYLEKhbenY7mskpRoJn6+K2UIYSzN/TsdDN3YmOMORXd2q+x4k+0UFAyybbIMEgn+xe98EUVYaZxrWcPYx8uyHCCXdWcqFDBpldFqsp2KAyAD08WzddZSn9XrKgY5KwBylOYMsgLICnCUmcjdAuQyg6wkFt1SQ5TURJoOPhpdCS5Wy8IuTC+zrIabb9awo9wMS5QPKwyyL76mG5vNXoaDn4qDTRynORPpaDUGeUuTXutgxHKrMoQSQC6Df0syyABRGFQYZLfG2Dm60ryK7++MZTXdokSfJpAl+aYtZAiyVG/qmHoZREb5KGnLql6zOsCo+1I5QrSfW42tg5wdB7BMwdaVWValZY2TCEvXwdq8Ztuw8/fJTpr0QOZW0rJCBSBbJaBlWiWnhyghTiNsrXrQLv6eld+LO9FXg5BYyGtoApF2KbdMpwEgZ+huA/hXa5yE+T3Z+qGtzCCnsci1FJahEaeSQQZMw/rAIP9Q4/b2lr5lYfR6xRz3mgOBKm23K7EYiE2sLvfIPT61fFqNY3ksk5hkIWUItkmitKwla6byFB4VqvGrXQP8hsYayBuHOraRg3/FIC/kUAZXSiziJMSBHCDbhi0kFaUpb7thkGvm/lDS13l4lsE6FJuy7dpYpo2fM8gmSZQWdmFShqCaMMpAa7e5lRnkQmJRLtXnMgQoALIcNerpegVo2YbdmFurBxuQLGtNYiE37LKfrmGJUn2YJlhJRBIVILLuYlFv0lNgpPUNu6z3hIrEwimBf8Mspl/FYSAYZHnN3Y5X0emqg5sCkbsDyGWWdVOGYJsCjFRZ1pQkjEkkyNjGIKuc8tyMtiUW9ntzswydUOVW0ukmYUycxti6jm69n0HeGYg0rJLEQh5GS+V6y9CIZKnesGoyhDTE0TR0ewuDnFYZ5NbBv2EWVp9xWDnUAJglEJnqGqZhE6YZaQJRHGIDmJvANz+4pTsEyKZbvSfruek6sQT/iQaGbhJFm7LVXccHgPwt4uzsjJ+P99C73cYZ9VAA5q7dcpMebLLIwRzN6WPqGqtQdtSbHutIWKGJ6xSWWnEa4EFeFm0aDZvn1iZAbtJEgmS1hAZ5GcrNWm3CWYYXB7JJTzB2jlZMiFIvQFUShR3Z4DS5WEQFO6K6l7Msw3IMXNut6HSjMCaMAhxdQ7NVt/omg6zWsXWLH03fbPYCySCX9J55I1uGk4l8V2t5zZpW0SCXN2vYEfgHqRssSyz8jcEFimW1DJtAAuQ4TPLRt3UfZMuwSLIkZyp30qQHmwxyyZtVuSEEUYJhaRhyw02ikCiIcxeLjlc9sChApe7L3W7YtUa2ksxDMZG6KYAIiPdJGsYkSYTZ0Oyl1keV6r8f4H9TYqG0rOJduckg27qev0fKoQgF2KEMoQz+o003hDKDrJuiGTOUGuQ4UQzyJkA2dTO/F3cmjdlgkKvXaZU0yKnU6QZZRppCksaYgGY2MP96UdnYWW5KGpNljfpqsW4S/AOGbhDHccMH7TY+AORvEf/23/5b/tc/+zMBkP8Ig9zuFKUtdmHhAuw+ntTpmraBY3fIgNValrBtgygS9kxuRu5d2rW6jRPLoG37om0AWbBaXdtgFcTSuqjY0Lw4kE4PibD5Kel065s17KrZq2Hdcga5g2sZZBkEsdCy2paLn2X0NQGg/LUE9Zqelw+bctsJiNQ0UZYPa1pWAKuzYTtl6jZ+muFkkmWVAK2j65XyYblhCHa0brAJIpMygyxyU131tuWSZhlaFJDEaT7Zy9GqDHK+ocmD205s3kAyyM1NepqmCaCVZOiGnoPIKMuI1lFh87Zt4MTOGeQSoxU3MMiGThhnmzrdKCZJE0xdR6vJEHRNx9TMQoOc7FCDvNGkV5JYSBCpSTstEOx4GiWkWYylac0AWS/56X4vmvT8yqEGCuZf/KwmZAhpRpKkxGmEA2hNMoSSBnln0hjDLq1bE4gsMciaAJGJBlmakSQxJlpl+qGK7wWDrJtCWpEmQLbBIAvmXzHIGYZufgDIP+RIl0v0Xm9rk57S7bbayJaDyJq4PVqD5eLJ7mUlsQBYrcSLruuYJLI06mrk42E7Vid3P1Cxk6YhZeUTbZNYmKzCBN3QsdUkHilDUAA5jAMBRqSOt95RDzuWIVSmlsk8rcINQXRni/GwfprSRQDkVXlqmdzY1PXvPDeoNp9ApezrlGQIpm1g6JZYtzSuaVmrzE8dIOcyhLabvcqbGkh7JnlIydetJkOIqjrduga5rmXdGYNcLmfDBqvVLEPIiNZhwY5vYVkVwMrBSNsyBNMpqhrqPqpJLMJEHtpKuaVSYmFqeiMYsQxr9xpkw9lkxysSi0KGYNllnW5KksVbGeQyy7qTPQCqz1vsF9I7GWUmMtOFxjrMMpI4E4NCoFliYVg5+Fc5Gppxd3k0RVlikQQNILLUyAboukGsaaQZ4tCmgWZt3pMqjyRNdgyQk4Ihf598JBO5fZBY/IAjXS6rEotaI9tOwMg2llXqIjvK6cE2cOTPrgJ5nZaSIcgmPa8YylAH/ztpGvojDLLSIAO4ko0LsgwriQQ7HiSEcYijFVrW9wHk1qcoaXqVZVUMsulVBxfIDTvMoJPJphJfyRCKjc3SLTS03WuQodqgAZVNuzxwwrB0UcZNM+w0EUNC1DVrmxrk8rp9Lyy1ILfmg0KGIPSegs0CyKKQJE4LEOm6aHrx6s27zpUmcled54ZdXbc0zv10QQAtVapXG26UZcSykU0DDLu2yW/R6Zpa2yVfW+QD20FkXAP/qZAhJFKnW2eQoapl3a3EQjGRMscSIFHgH2qNbLFwerBoZpDLADnJkvxrrUYdINfdEPSCicw00HWTmIxE6nStLNvuYiHXS9m97VxiUTvsC52uamQTLGuCRpppgkHWmhlklUeSJUVurT9vkkHOfbk3Ncg5g8wHicUPOrIkIfN99E6nYJAbXCzgewIiZSnKs83clilnkH3ZTOOYJFFCEPkVa6a6nRYUHeitsgdNuaWJ2MCtDh1HDAoBcGUJLUyF56xj6vh+IMb6aps63aDEuCtJQvsG+G4VjJQYZM+ulupVI5uXSD/dtWyYKeUmxq5W/XR3khtULX6gpIu0CnY8VuDfJsyEFVocJsTy75X11bDpYrE7MGKz3S5MrFukSvVyo0rDMHceAfBq3qV1Bnm3bF2ZQY5qDVGSQba0SiNbWpYhmHUWTPy/Alo7Y5B1s1SqVxrkLU16CtRnBUA2da0RIJeHaexO71k62Gxp0qvrdKMsI4lTkjTG0mjMrVGn2zrQKtm8NckQSuA/QzCRSVYAZAcawb+lW6RZuluWtdKAuNnIZptanlvOIJORZRqxlFjU/YWhBJBLubX+nlQSiwZNPFSlMQkZhvaBQf7BRhaKB1R3na3jmHN/z1YBcm2eu4o4kEykzjpMMC0jB8jrKETP0txPN5RuCEqGULecgl1JLBrswtR/Wy6uaRDGKVmW5VOggiyjp6VomsZ6VQxlUDIExch9L2QIRg1oRQWDXHF6UDpdwM4S0iT71jKE3QGtusQiAs2QVmjVJj3LdAjTVDaypXmjmolWsXmru1h8L+yLoOJiYeiaaKJMUvQSE5nIJj21Hm6tka1sywQ7tHkza/KRmj2TYiIFy1puZFMgclOGoABVzrLuSqdb0Xtud3rQdA2z5IaQKoCsaWh2A0DW7YKJ3JnEwnovO162C9N0DUM3JPgXOt1tDLKlW5WDjYb4u61Ged3SZAMQ2jU/XUM3iDNIUk1M0tuiry5XNnYmsdBL65ZGDVZoJacHeX2CQYYkSbYyyCqPOIt3r0HOAfJ7BoVIicUHBvkHGpk0sNZsZ+swjd2CyGYGWeh0hRVaWVdnJbEYphGJgRNeiUEuMyIqdsOOK/DfACKtDrbqqo/TksQipSd1uuWxvuoFqdamCSC3bxfm1JjIEvgvj/U19VxXZ6exZCJVs1dVO1jerIHdldfMmgyh5PFpGcICLEwydKnTDZMEM4lIkjS31DJrG5tjOBXmf3eeszV2vMQgg5QhSBBpyGuL44g4SnN2fINBrjXp7W4oQwmMZJnwCi5trGU3BMMoJBZJFJOmCUaDTleB/507PTSCyKqLhXIMsEoyhDROSLIYS9O3Wmpt5LYTdlzltqn5tAydKJY6XU1DkyAyTTLBIEMj+Dc1M3+HxGncPsiC6rukJvkB2cimNMi5xALSFKIoFC4WxibwrQNkUzcr9oStRJkdb8hNyBCU00OGYZgkQCJdLIxtGmR5iIlTAZANzWg/N3VPNhzYQAwKidOMLMtEbh+a9H64kQZikTXHEd3cur0xcGK3ILJZgyzM71NM26gwPnYaiWltfkCcRELvKQGypVsVGzTYUVe9YnQrvqzKDcErbKfiFMs2sUybMMvoaMIuTJmOO1pRGlUMctNQhp00DcVNEovOBoMsGtkyLClDyB0DdA3NKrNgVlWGkOxow67nViqNOnKzKus9MzK0OMo3bADLNCtgyzaq4H93QKvepFftrC9ApIZZBpF+RCTvNa/WNFS3C8vvyV2ASAWwGpifJhmCYFlFI5ula2BWwYjKoS6x2JntFDQ6PTilkq8CyEqGkGaJcHpo8Ao2dXNzkl7bB1LF1kEzO17KTYBIg4QsB1o22R/VIO8MIBtWcSBNowaAXG1kMwzp9CAb2QxNQzMbALJRBcitP2tQfd7SdDM3U6vmpgmJRZLK+/SPMMhKYrGTddMN6WIh78s6O64LwB6n2QeJxQ89slAxyAUTGSXVxdwtiNzGIBusFYNcaqqxkxjL0FgtS24IkoV9H4Pcrgb5fQyylzsGhLFs9pIAuZvFpEmWW2rZf0SDrEqH7Wvr6qX6YoxqPo5ZSSw0BZATkqhsF6ajl6ZElRtPYIcMcr2RrWQUb5nixSjGwxYgMg2DCkC2a4015XIv7FpisZ1BrsgQci0rxH4kmoZ0HaO2qTXZvDmGswNGqyT7UfeRXmUiw1h5BZcAcpyQZgqM1JtxahKLnYHIst6zGA+uouyGoJorYzJphaYcA5qb9HKdbhKha3r7MgTdrDZ7wUYDYlgCyIZukmRi4ESchFjQOGra1M18vZIsaX/NQOQmGwSbJ7JVvYJ1rXB6SLME44/odKMkIs7iHeVWlljEAlSWwqo1sil2PJYA2UBrrGqo3OIsJkqjHQFkqwaQq7mZsl8jTjLi7EOT3g86lMRCgZHvH4hsZpC98vjUkkF8lxhN0wpPZK3o0G4C/3lueou5qUa2qIlB7uAYikFWWlbhhuCRCM/Zsk5XAeTa2Fsgf4G0DkbKvqxQYpC9jXHMpi68Pa26FVpNhlC/L6NkV7nV9NUViYVsZKvJENIwJC1JLCy3KkMob9Yg1037PuRWaJBBlbOVDKFoZIsDwVTZhrGxqTVpkFuXV0C1SS/f2DanlpWdHqJcp5tgNWiQ6y4Wiq3bTTm7zo7XpDESaGmyOhVnWS772cbWmXpJhpDtkoncLrGw6yBSN4gySNNMrEeWNY6a/l4wyGV2PE02QWTJwk4MnBAyhCzTpE6XRgZZsaxplu6QHTerz1tdYmEoS7esGKaRQaT6NDTQmsC/Vm3S2+m6yWttWjcQjj8JGfoHBvmHG6nSIEtWq245BWJTMzSj3Zvxj780MNMAACAASURBVLhYuLJJT9O0vJEtzLJcp1v46RYA2dIt4iwmzdL848IkxNTN9pmR8vQrKP7bdPLRt0Gc5s1eQZbhpopBFg+bUwL/TQxylEa72dQ23BAKBtmugUjTKCQWZbswu+b0UDb2B3ZYOmySWIjrMGVpLYwFg5xPZEuUxEKO2G5gkMvT5uI0bl86Alua9Da9gnVDq1RtkrCk061pIpt8kFtvrISaDGG7XZimvY9Brr7/DM1AQ6u4IeysVJ+zrEHxNRlWpZHNQNN0EqnTTTM5tawBRBqaUWGQd/K81SUWuiUIBhmmoZFIz1nh9GDmEos4jrA0bSuDvHOArBkFyEo2JRaGrue5FU4PJYkFGjRokOuNbLtjWcsAucayynelAMgZuqaTkOX+waamvVeDrGzedsb8p0nB/mvbc4uz7AOD/EMO5WKhRt/WgQiIzW0no2Gh2qSXpjmrZUkhPICnrNCyDI940y6sxCADFbZuZ4xWHSCXLGNyz1kpsbDkGE5LOj2ohqiyxKLJxWJnQKvOIOfWU07OsioQaRo2UZZiJkKDnDs9GFWdrmVYxEnxktkZGDEbfJDl77g8kU3oq+sAeYvEQpW9sxLQ2sWLvz5MI/Y3m70ScU8W0+YgiRSIZNPpoeRbCjs+2CQlvSfUGOSCiVQVqSSDVOp0m7rqNU2rsP87y01v0CDXJBbqXUlJp6sObdsAsqmb+fO4u3J2TWJR24cMrTqRTdcN4iwjTTXiJNo6Sa9u87Y7LWtZYrHphpBk1ZHFCfK+TBP0LSyrApFplu7w0GaLg2hDQyyALkFkmmUkyPWAitPPe10s0l2Cf0Pckw2VKKjlloGhfWjS+8FGljfpbdcg+4nfvrF/E4OcFPq6cnOGkwPklA4JaZzlYMoqAWS1eZVL9UoT2XrUx/qWdJFlFwsFRnzAliyr0umWJRZNLha7A1r1oQwFIFG5lcvZYSoAchKnpEqGUJ9a9n1hkDea9Kqbdt7sZei5BjmOk2qTXgODDNVmr90cbOruI5sSizDOMIzC6SHMUuGGIBnkeiObuv/KQxl0bQev5j8isShbaikddVJikE2ABkarPkxjp2AESqOmi/vH0AuWFV1oWaMsE3xDGgmnhyYGWTe+BwebskNHRN1Pt8yyZmpkMRppCnESCRLhByGxiDdy0+W6VdwQIG9kEyByO4O8+0a2CFS1tgH8g2BZcyu0rKiymdof1yDvtLkyjQVhBxvsuC4rHKlkkD9ILH7AoZr0lC/rNqeHnRj7o9U2bCVDcPPGkyzLciu0MMvwsoQ4Luk9tU0QWQbIOyv5bmWQLRyzGOurdLqqkU1ILNRY30JioablfT8Y5AavYN0ETavodJUMIZEMcpoWL8g6QN5wsdh1g4aK2qYtdIOi2UtpkJM4Ik3TrQxyuakGdniw2citavCfSyzMqsSiaPbSNhitfEMrAeSdbWr5wIlNLWsZROrKjYSsxiA3NLIZVoWJ3A2INBtcLIp7zNS1vPkp0zR0w8wlFjmD3ARG/j/23jbWuq47C7rG2ue+n7cVKJG+pEkLoSSt0miUtkGQPyohVtRi0kSp1oASSEwKJaixGtIAiZqQyA9iIeIPBdESEgM2Wi3BYKKI2jZEpSVoUwKU/qDBRsBA73uvOfwx55hzzO91Tp9zxjjPc8ab590fa+195rzX2nNe85rXuAbVDLKZxCJrkHsGuZdYRBnCyana3AxoUZ2k9+I+wcBWg3wToMWqIhsXgHyjtcTi5NOwb4kdl/41i2IBkffACJQq6aXkQwBpN2os+wEi+De/bhOJxS2B/5++BwQAD28Si9cbWYMsyV5NQQbASIYgiWzaCk1laL+/lR/YJ++LxOJL+Y5wD8UJQEssjtcgsWgZ5FvS6SJJLIpXsJZYSN90tTm7CVsl1gDV9qEkMESAHBnke2A8iAwhDToty+qGQdbJJ0BkSQaVvTSDfIaA82PAmf5NHhpGa5jsZbGwEfsiiWbb931K9hJpDBB/c3w/EUKIk9qt1ePVTg9nsGKQm6x6oHIN0ECrMMiRBYqOAXMQaS6xuL1fOj1o8M8EHHREF4tkhfbAPPQKvh23ih23uSe1xKKvNqf7FijppglJYnGPY+Qgv+TdES0Y7VlWkVj0GuSHPMeFbIUW9dXpPp1JLBRANtVX8zncrQEKiIwsa7puXHbZpuy40iAHDjZjiWiQc5Je3QZZ2Hw4Q0kcfWOQX2ew8kEG5jZvNixru+VbM8hABFrvPynenl9IVmiFQUanQW4lFiZ9e/cltYuFlliITUwIsZjG8R5/F4yHcOK8F5u3L7x7B0o/TiLqrNDE6eHFQydoAJWFUdYgn9FP93bcwGDgvtfp6vvSjtFq+nb2APnDnSsG+aPy032gA8fGDcHsumkNMnPcHlXtEDByHIQjT8LAeT/BiCxrK0PQkzUQdZFmrA+HuC06sGe6HUWnK/KRaBfGpdrcACDr+9J0V4NDnLAziVDuycgg1yzryZydHqYaZHqoJBZmunidpNdKLKiw4+L0cAcQUsni2wRoad2/nXZ8bfNWtuoR3RASO37fSSyOGiDb9O3WgMgxQD6Zk9PDkbTjiSAh6oAnUEu27MaS25JBFg3y/eRyT74xyK8zdCU9oN/KBgxZ1ndf0jg9KA2yAOQ7Zyu0KLG4R/uiU61ERYPcWE4BqW+Hle2U9tMtmfXCHHy4M27vayu0cBanh08aGYLW1QHGjFZb1vcmDHK5bsftwJEGznDewUENkAMGufJBttSfaXZ8IEP4IAyyliF8uMft7KOvftXKEGyzs9WWL1CByJjsFXJJXyD56d7PNFntJRZ3vttNakCc1AYSCy1DIFmgguM9ySEyyAMNcluRzcZ9JLXr/Dj0eL4dB85TJ7I9xGpzATjPeyzHPNMga4mFGYOckr1GSXpHtAtjZlUoJDH/ISaOttIFwJNOV3sFT3S6KpHtZMY96XoPwlBiIazqGQxZVrqlRdskkU3pdE9OIFJpkI/BbhRQjyeBA44BiH72ONIu4sTmLQ0f+HhG5p/oeAPIrzX4YwQy4oP8yfFJ5aULGCayPXxSJ7Ldi5/uu4fCRB63IwJ7ZnySdLp3qUY2kFjorXozBrl1DFAVsDSDfLsRHo7oYvEQzsourNPptgyyWdLQQwMiy/bh7SAchM4uLOp0VZLGBa9gO9up5rq1hQvuqUqg8tM9PyQG+Ti6SU1XvgKSpZYJGHkHgGsLo4pljQwyEeF4KAwyJ53ubVD6ttMgh/PlLRWBMkGH+xBEPhyUQSQdRwGRJyMklnUERh6OB4QErO204+lvTra0H26KQU6JbJXEgjDV6WpnFbMdGyDekwOJRW0XVryCQ3J/uIHygqf6WgGRYhdmnaR39lZowkSeJxc/XS7V5mZOD3IPBg6GMoSWQR7rdIVBjpaCAcyqUMig3ZodP/nEYQHzJFdjxiBTkREGiuy4jBGe4g0gXwge+CCPXCxcJLINNMgfxXbq4T0+BMYXwkeEu2IijyMP/iMXCzN2vJMhlEn7oUpki4VQPjDjIYjTQwKRGwbZjQyh2T58dzvwMUgxjcIgr5wetOUUYJxVf64lFmfgCvyLn65ILFoQ2Uks2Mp9RINISa4pbdVb9cW+jRFCKE4PExcLLbEwBZHa4P82BpE4ahnCyZLI1t9vcWvYmEGWa1Rl1vfSGED8dCUhCsUKbcIgZ+b/NGRZgTienB/QVo67qVyUXHACJZEtsqxzna4U0zDZ1aCGQW7uHc0ga5s38fEfLUgBZFb1Hu52rjF0RAA5WGgDRacbXSwi+D+5AGQChgsbzfzbg/+1i8U9MBiRQWaOhgKe4g0gX4gw0CC3EgtTBnlYTKPWIN9u0dz/IxjvEBBCwD2BmHfvSmWrkQ+yWd86oFUkFiWRTYDWO3wQpwedyNYk1oxKFrsAkV2y1xElFg+UWdZwvye27sRBhFsD/mMShwMf5ONdGvjTYHd+qNm6BCKPoxQK0Qzy+4M6EJkBcvo3u59WSXp6q77XDt4Owl1KFie5wT356e7KMWuJhVliDRDvRbk3JyASVSJb2qrHOEnvdtwyYLFjkAVEaga5/Btr+UgQBpmKxOJhApDjlr6xi4X8Ds6P8XfXOgZooEUFROZEtgsMsqkuHii6+Imf7j2E6GJBt0qne7sA/m11uleS9OIu1JFLaK8dOvR4YuZiQUeUj2xcLD6eIWr+s5zEF4v8BpAvRGaQlVdwa/NmV/3qfQ20hEG+fVKxrLeHJLEIjPcc6mQvNfBngHzWANlGN9iCyDJpj6zQ7sy4hbNikN+/71lWHxKL9wOWtbTjXfYKVlrW857LMT9QX9bXj75agUigk1hkGYLS6Z5gnPdQkr0mOl1zP928na0YZMWOPCQNMhAZViBJLM64KD2wd7EIHIwlFudEYnEoGQIliQXHnf1wRqeHUWUvUjpdM2mM6tsIRCadbmhkCMwJIGNsYaf7ZloEBSjM/2KrPshWPXMusHFsNMgCIl+8PDigFjb3pQY5hMj2H3TEfrIuprGupGfHIF9zsYjgn0F0ICiW9QCqion5a5H+TRDAzDYaZAHIExeLIrEQBjnda28A+fUFf/hpkHJDmNm8vXihEABDz1kAuD1kiUV0DIh6zw/MeM9NUYamXDFQa5DNEqK0NRNQ2TMJQL6fMZHtlrZ7b4lBzgPkJ70G2YfEotHpNoN/9gq+qWpz95ikF3W6Pevz7nhXSSzsQeTYeurhKOWYNYgMH2MxjeiG0LJgtdODaVY9kPR1aTBvJBatFdo9yRCmEgu5vunaxYIihkl6GvxPfJBzshej3JOMoU5X72yYXTcBQJw0n4tkL12yuKo2NynK4KLaHJDAf5iX9dWOAShgZOZiIcBKtuptGWQByGN2PNq8RRlC4PJbmiWy6Up6Zn1rQeTE6SEwIzAyQA4qAXHXNzMNsshHduA/Mcj0xiC/3gg//dNZXgGMNci2tlONGwIAHO+GEosP4OwVnBnk91of2muQ7+Fux2hNJBYPWl/9UNgsAcjZoWPDIPuSWNRs3Yd7rUE+U6GQqFE9eq2h0kMCxn0DFIP8cQi0jqMA5HuuyHZP9kVrgGyaXAnUOt0mSS9rkBPjeAeDRWKB3pdVs1mAcVEGIEksBuz4QbmSnpRjlkS2WRltYCCxsEr2AsqWdseyChiMTg83uuEOylZoo0UbUIN/Uy0roMB/07ec0MwJREaW9cxb9RjahWkG2axvetE2AP+HZpARgVZAzSCvJBYC/k3Z8SxnGoP/D/e0aMsMcgLIGNu8CSDmBKbNrttSYhEfW4nFeZ7wFG8A+ULwhw8VQB5JLMyyfEdAC6hkCPcQcORqc8ADR69gAVPvtMRiwCDbVvYaSyzeZ/DPpdpcCLilcswnn9FPd1CyuGWQ7VhWLiBL2bwBkUE+ufQNAO73e5EhHJR3NCQejphRL1tw9gzyuLqXJHsdN+UVnKzQzlxtbsyyajcEUwb5/DiWWCgNsjD8u2IaRBTdEJSLhZk1EzB3sbjVBSeOZKkVmF+BDGENtB7ydnad7HUm15iHiQxBJ8aaalkBJR8ZF2UQF4uDDgQgSyxuE6cHVxpkAf/UjnlKhsDJDYEVO05Yl5q27Jv8TdmN7ljW+PjhDOAksTg1gwx0cwBQ2NiTTztHnE5iMXOx4LSweZNYvNp4+Hlfjk++9mvy6/e39zmzV8LOc7aRIQwA8oc7J89ZqTaXNMgJfL5XdmEjDbLZlu9Ip3s8AER5YCwyhJjhe3BAOKMG+Xb0iTXDJD0rfTVQ2H9l8wYUJlI7PdyBVJEtFZxoNciNG4IfDXLNID+MNMiMWLI4JAZ5IrHQW/Xm8pGcfa6vW9HpHsctTmriFZwT2dZAKy4SjFnWYanp2Lfop0vJUivOgwIihwwy3eyZfxm/ZiyrliEodvyjKsowdAw4St/sGeSQCtdMJBZ6qx6Ni4VbBllrx/u+aRmCuCFoDfIN/W4UUIN/u76lvzlhkI/MIIdc3ZEVg7wro23KIOckvV6GBtRJeiC/EguDker1xRd/y7dXr8XR4cP5QVk5GW6Ljhjk2wPeP2gQGauWfQDjIYFImZB1MY1RJT0zBrnT6RYt6+0gEEUN03GTanMA3++1Y8DA5s2FV7CWIbz7kti3RmJxngIildPDR7FC6xnknMyXwKM9gzxL0jtwP5NXsCqmcZ6Mk1Pp24F8BIADJlJN2BLqd//uRhl44ICqflWKaQy3fFXJYruxRGuQe/CfE6I4Vpu7HbcIKLNXME2T9GRHyl4+Im4IDYhUJYtZtKyI4wuQtupHDLJi/pnZlomcsKwa/AvLKsw/IC4WaxDJzEYyO838zxnkM6Dum9h8ThY2et42Z5AlsX7j9EBElQaZsGaQQ/qfmb4aGDrGAEo7npL0RBbyJrH4DMQQRIbTj5YVGDo9PNzepWIa4qebbN4a+QjQJOlZeWAOGeTYvlg2+sCHJLEo1eY+4rzLtmi/ddj5IFuWmgaUx2edOJQZZAWQo0435L7NrNB00pC5FRpztbABxolsJyMz/9FP17kG+fyoPD776wbERDY6brinRLbAyelhk+zlq1BI3TcgJUQpu7DAQDjPyNZNkoa0DMGUrctAa8IgJ1/Wgw6cIJxi+0woe97V52oG2dbpYezQocG/llhkLess2athkMUd4UUjyxA+1q9TFD/dUpGNm2pzQ52uqqRnrq8WHDFJZPtwD5kdZzQWdhMp1kFH1FcHI301NX1rrpu06WNIfUv98MYgP+tdQUTfRER/kYh+lIi+c3D8FxLRnyaiP0dE/wcR/ZrnbM+nFVMQaTGpjUAk0APkIzHIzHgIYvMW/XR1MY22IANg2bdUTCP76TZWaMnp4VY5PZwFaNHRyRDaSnp39iRDaIsy1E4Pd2aEj/cItIhA3VZq46cbrNxHFPhXrir58I3wUTSCNwG+jHCPDPLDIEkv983aDWFo81b76Wav4JSEeIoPcghTicWNSiKbPcuqr1stjQEUiExOD8xyry00yApE2mtZ53Zhd6XTZcSFDRATooYsa5pCbd0QhEFOtbEnW/VnStIj0elqGcKGQTbXIGegNWaQQ8Mgxzs09W0AELUczYwd18VrgCnz/9P3kBdtQCEJZkl6gNy/bOiDnP7NZwmIR2GQA4o13eeGQaaouv5uAP8UgK8D8K1E9HXNab8DwB9j5l8K4NcB+P3P1Z5PM1qmjpmNS3FqBlm2RouLhbCscaJCYpBjoZAHOiqdrvRN24XZaSJblrWRIdyOSmIBRAZZwP8D9VtQIwbZBiCnRYkM/I2LhfYKFoAcEHW6J9+XLGsufWvuOTsuNfpuZIWGCCBPYZBv475lP11zN4SPw76JfCS+Hy21zuRdeoYzDrgTMGKuZW0ttfR70Awyg4kjQCaKuTgXNch2mkgtH+lBZOVigchwnSgFh2ZsnfTFVKcrYESqss1kCMyp4MS1ZK+KQTZLHG2dHsYgUjPI2ulhJkPQki0zdrztWwPktYWdMMgAMoM88lTPX43Dtox2K7FYulhw+R19jhjkXwbgR5n5x5j5A4A/CuDXNucwgJ+Tnn8ZgJ94xvZ8atEydWUQdcAgq8z6XG3uHhPZjuNWimkkH+R3x1HpdLWOVeIMhi4WgEpku6MuWVwS2YoVWioUkjTII89ZF4VCtG4QSOBfseMJaMnCBlBWaCKx2DHIVv7VVdWykRVaAZEijYkSi+SnC0yT9MwTECu7sF6n++5WKrJJIts9EXshJKeHgQY5Zt+nSm4c7P10lV2kxINmfbiwrJUV2kiDfNQA2YXTwySR7eMpMoSoQS6VtXvNP1AD5BCsCrw0v7cVW8cisWDl9DC2QnPBIHdAawyQxSv4SDrdXEyD4Jcdz337WL9OcajrVjHI6d/iRhsGmdleg7xJQPwojj+fQ4D8lQD+qnr94+k9Hb8TwLcR0Y8D+D4Av2X0RUT0m4noB4noB3/yJ3/yOdr6qJgBZG9WaMNqcwBuWYOc7MIUg3zQAQJlFlLYcTOJBaBkCB/qrXrx022KaUjfbgMZgt7KZmYfQEseR31Tdm7RCi2B/4G5f3tfmjHIGvzvimloiUUqo/1uACJHSXo2YEQmtbNajEroimy5mEbyCj7FK3hWbU6Bf3MGeSiNKbaRRctKuTDDyi5MO3SY9o1Tkt60KEMEW2IXlqvNAcMkPR8Msv69rfXVAQxC7BtrBnmirwYiaDF36JiASA3+Y7W5W11MAzTU4Lpkxyd9k0Vbtm9L486MHUc69+SoQXahr75YavpzI7G4GN8K4D9l5q8C8GsA/GdE/dVk5j/IzN/IzN/4xS9+8cUb2cbIcgqAnTXTxubto/KcPZlxnGeSWNzxjg7Q+xpEtd6egBE7ric1YOj0UBjkBKBSOWZGiHZht3bQqfWQDLZn64DO5k00yHSQYk+RimmMfVk1y2ou+wEibZplCOU63G4lke3QEouTcQ8f8QDeJunZMSMD8D9wejiZSzGNxGitEtlaBtlcgzxgkGXLNwTkbdGThB1P9+QoAZEeSt+sWFbNRA5Y1kNUCsx5wg4oxTRiItuaQWYYuVhIX8R3dmGFdqbSw/F5cXrYsax2Dh3CRM626gv4P5mz04MG/yOWVcCmWKGZjiUTdrwkIHKyQmsZZAyvWzx2M160XWOQ72e0sPs8+iD/NQC/QL3+qvSejt8I4I8BADP/WQBfAPDlz9imTyVGyVAAjFjW96gr6SVAcntXimnci073zozjLCzru5Gf7vFQgUh578XjaAaQ814lDR0HEoOsCk6csQjKqmqZdnkAYF+4AOjAf2HHVTlmSfbiE+/Q68+0Nl4WbzaLNg1GBETWDLLIEOimwH+QghPowX/DIAcOtrpBzSBr8J/6LsknIrHgIFr+/p4EnCWynR8nLhbxMTDjROwbA9kreFTgJX6u/OYCHFw37ktNZwZL9S1qx+PxnZ+urdOD2tUYMMjSt8DICVEnM3ijZe36ZuKGsJZY6OsWXx+9xGIljUn/s2VZd+x4k6SXrhtNZD9AXAAwjH2Qga005mPgih3/PAHkHwDwNUT01UT0HjEJ73ubc/4KgF8FAET0SxABsr2GYhPuJBbhXjs9AAAdeKd9kFNRhhMMStvZApDbzHMNIjP4t2a0gE6n+3AcquBEuiaND3LHIDdb2YAVQFZZ9QBam7cHZfNWmBxk/+oRE6n145n5t8zOriQW2ukhejwDSFubVGQI4Y4H7idsAfoC/ANbMZGqbwMNstxuMmHTkfSeYoU2KVmsGWQz+Yh2Q1Bl3fNh5YZQEtmA+6nK+k7AiL0GWbtYLEBkQE6I0lZotGGQZTvb9rqFiYtFOszFfUTLEG6DfIb4ftm1caPTnfTtnoFWskJTTg9D7bh2H7GSIWQGeQyQiy6ehxKLG7DUIEsCos/rNgH/nxeJBTPfAXw7gO8H8BcQ3Sp+mIh+NxF9czrtXwfwm4jofwfwPQB+A8vSz3GMKpYBViBSnB5UyeJUba7WIMckvTMwjnDmksXvNk4PAkhcbEF1BSeKTjcD5HDiPKNO9wEYWqHJKtWU+e/6Vtu8jVwsIogsiWwtiKwYn+wDaqllPYcSiwclsUAqFnJPSXqBQ9qqnzPIRV9oyPpIwQn9HhSjJRpkOnCqanM39Ds2QK2NNwcjYoVGR5VZnyUWrJK9GFmGcBuMJUCzI2Wl96xcLM4OWAjQChx1upLslUHkRQbZ1uN57GJRMciir0bjYjFZtMXPOdiqnzCRlIFWncgWMsuKrcTC3gd5zY4Xna6Mgfd8fMYg3+gGRmTSba+bAN7GoSO7WJQKiIA/BvlZKU9m/j7E5Dv93nep5z8C4Fc+ZxueIzoGWcqRmjCRagC5PUDbhckKNBfToBtOBNApLhYfh/qzars3GLLjbSJbI7GQrfrKCi2EnMj2MGGQBfSbuo9onS5QXTeg6Kt1tblcjjmB/1HfgKKH1O+9aFTVr3qJhYB/ACmRLXmXhjhh0aiSXsNmATDa8tXs+FG/hzKpxQzyBCIpWdTyiQe6jV0sjjqRzea6CUAOy2SvuFUfbd4CUrlYYOisAhQ2K37WWl8dlhILDf7PC4lslYuFtZZVSvt2IDI+niHKR4ji769mkAdJep4Y5CmIjI/3s7ZCu1ooxPa6rRMQKS/aoua/MMhFGjPTIBPIycKmJ0iAGvwDn0+JxWc2BCyKhtWUiexkCGXwJ6JcTENkCIEZFM7sFfxuoBvUmkFbDXLr9FBLLGoGubgh8ClOD73es93ulfdePIYa5L5v8VTl9BDEoWPct3jemftoWv1KyxAqiUUpFBJZ1ltmx5lDTIiaOHRIwhBgBf61i8VIYtHKEA4wFaeHY+A+AtQMslklvUrL2m/Va6DFSJMwOJfWjhKLsWOALoJiXklv4GLRgX+61SzrBGi11eZMwYj83ibb2XrRxmBwWPsgvwYGOQOt0DDIWmIxWEjLeVJMw6MGWS/axjZvWEosfIB/uW4tg9zaKn7OJBaf5ciTtVhOmSZEtVrWjx1bF1SyV2AGkovFyXe8Q8+yPtCDE/nISIbQMsixb5k5SAN/rlrW9s2NQ0cLkM8hOw4oKzQgW6E9MA+vG5AYZAGRpos27WJR2kFEYK41kXdO4CSEoaWWDKD3cC/g35pBzgC5XAdxDDjVpHYiyXrPc5p53hYKMWciQ79VL5MaMyNQ6VtQCVGzksV3vqfrbeWG0Fy3BfgPjOSGUBjk20JfDZTfnAuP5wX4l0XbGYpOdwa0qh0p8636tZb1DOKG0FuhjX5vQhy4YP4zg1yPZ4Udb2UIqW90TMdAAcjeFzb34Fti8QaQnxBtMQ0fDLLSIN9qa6Z74FSOOQ14ysUiVpvr2bquCIoHdvz8ONQg0zCR7Z6SGObyEVsGuVnYnP3CRhLZssdzYsez52xn5zQAkSaOAWpwHEkslCYSikFG0nyOyvrqydrHwkbpqzWDnNk6JPAvyV7IBV5m5ZgFiJxszCDzGRs8SWTL4F/swtI9doC6iTB+J2WXggAAIABJREFU7sj9ktcvHm2Bl2ZHrAL/kAVLYZBpAv59OD1o8D9P0hObN6k2V+mrR9ctVxc87YHWhGWVf+6Pk2Iax+AzQH3dAgeb67bRIJdFWwv+05w8kVcABSCbLWxaAmgh+5FcDeANIH8mos2od2WFJkl6KTKI1OWY73ecJ4MRWdaRG4JLBnngYnE/k9ODSmTjM5SCE4NkL631BIwm7DZJryujXRLZhAW/K6eHdwMZghsQ2U7YQDVAZqeHNDhSpUGOEos2SY+IsruK6KvNizIMyqgeauAPJG4I8VoGDsMCL/FzR6WvNp3UJlpW7fQQABxI1eb0Vv1Ep6ulMeYTNocBW1dbobUSix2DLJ7qtsmVY+04qa36UgSllo/QRBoTP2fIsurFNjBdtN3P4mIBaA0yDfumJRZmfRPyYpDIDChAPJFYHAtQLzIa84XNJEmPOgY59fVNYvH6Q5LxdFUvwFhiob2Cq4ITR+cVfJdiGhyG+jNt82abgDiyQlNg5MCQQeYzsXBg/wxySNZMHLqFjQDk202XYw7TUtNt+VTASIZQuVj0AFkXLgAIUtaXkZL00OurgQK0bNlx7WLRM8iH1iDnsr4olQMnEgthkOW6mYwleVIToDXe8g0sfUt+uigSixmINGeQ899MliIdiIyPMZGNUyWyNklvziDfM2ixBP9SKGS8sGHxQRYNsqo2twP/9kBrslWfXt5DbRcmLhaHPkl/bV40eJAhrBPZWhlC1iAvGOTode0guTKD/wYgp8fTuYvFG0B+QggT6zNJrwbIByk/3SyxOLOl1ohBfne86/TVNn1T29lAN7FFp4eQvIJT38DRySKcQw2ysOOstxit2XG5dreWHU8T2ENhx0OIC5wRE+mGQa7Yun7wr5JP0tbhmTTJYZPIxqoIgK0MQQPkXj7COdnrwAkubjCDMtpAAf+mv7eKiey36quSxcSdV3CUWIzZOvN7MveNh+x4uW7awm6fpCfASuYCczAyLBQSH0uBl4EMYeNioV+/aLQSi6mfLienh5ZlnSQgah9kMxApF2YiQ0iPZycf2Ussbsctuxn5KPAy3rGJ4L/IQN4Y5M9AuCoUsgHIDylJTxfTOFMxjcwgD/SeWT4SDAfHtm+Nx+ftiMCKbrUVGovTw8C7dAQizbd8B2V9j5QkBADHoRhk8UG+yCDbyhDWIPJUJVQjoxUn8RnLGoG0Ysctq5YJGNHvoeCMsi0aq82dp/IKXrhYmP7eWjeEjq1TW/VIMoS0sAGQmP8xyxoQfDDIM/mISq4MKDrd4vQwrhIoQMsFgyy/t2kiW5RYDGUIC6cHAf8+GORJIlvDIFe7TIuFjRAlpiBysMsGqOvGYwZ55SdOoNI30+qO96EGvNJXQyVNvjHIrz9aDbKPanNzK7RSkS2ByJAAMgKOgRuCG5u3VqfbsFoPB+EMAaRE/tHFQlnYLezCXCQN8YlZWd/sDnCTQb/07WGQNOQP/GuJhZbGFC1rzqrnRO6lAX3mhiBbooCDvuWFTb1jA2gNcqo2l6UT/cImfq6Wj9hrWRca5Az+UwVEzbKOJkM1WQNWfRO9565vGCayTRnkwxGDfLHU9NViGi1j6QMgt20QuzCuEtnChh0v+l5D7bgA1yuJbBgw/wuArF1xzOUjC4Cc5SOHT4mFAep5/aGreulHE51uO4CEE31FNvFBTu2+J4lBEA3yXKfrA/xL3+qJ7XZQTNJTDHJIDHIIyVJrwiDfw93WT7et7AV0QCv7IFeV9FIi28Ceb1htzpodH7CsN61lRdnOhlT6wpiJjNZbwTbZqyoUkjrSuI8AYmEnVctQLPswSRo6DoTgBPxnENn+dhTQUsle2gptlqRnvrDZgv/4WNjxAyeHum+LrXoZJ01dLAaVHYGCD3Xf4us1QBZWT4ggHwB5LB/pQWTRjo9kPwByMQ15/uKRJRazJL342CWyXQTIbhjkwd+XNuXrhjeJxWcmWm2WaTnmCxKLk+P9moFWuEcQmbLqOz9d5RXsQ1+dVpXNxPZwK4VCcrKMYpBHE/awmIZ1IttAhnAclBlkOqiwrEHKh/aJbP4kFopBbvoGJEY8Oz0UK7SDUC3yJNpENnMGeWDzprdFT0ZOQJSBf1VwQl83mx0bzUTOQeQZGAGUwX+WWKyS9JQO254d5zmDHKIVWgH/aTEGTJMrAWsioQHIk759zNXmGqCF8RjYVW6zBMibYhrxnuxlCHTbewUDVgubazrdILtRAiIln2HjYpHJBIOu7SQW1cJG6cS9MchvAPkJke3S0o8ru1h4qDZ3jiqyhQpEhvuZt7NH5v5t0QLAyqGjlVi0GuRDuVgUBrnodNFNanKNzJOGhjIEzbKqcswJjAiDHEJIBvgNg+xRYjGwedMDP4DsFZwXBBjrdNtkLzf66kGp6VOxPrJtD6Rqc8MJI/bNVMvalixu3RAqDTKnRZuSIcSTuq9tdaEr5uvZomOQa9Sgi2mcDCWxKAubVbU5W51uC5DHOt3CstY7oAfNkysBaztMtWgDena8+709QqebchoAawZ5X0wDKH3J0pgrABmc2dkXDT13LxZf2S8ePgHym8TiCXFrBhgfLKsqFKKkHiJD0CDyfp440uA/S2TTZW8Ba/Cvy2jXGuR7iFm6uUhG0umGcOLh1hfT0IyPi+1sXUyjSvYqSXoxzyRVm1MSC7cMcmXzNpBYNAxyZCIpD45xV2Oe7BWLk1pft7N/DwpoBWTHgBOMMy/GMJQhtAyyPcu690GOILJ2sbgEIi0m7E3f6kp6A6/gxT0JGDPILdBaes6yYuv0PTyXWMgcYAsi14VCWq/gkK/HQoYAJzrdSZJedU+Cq+p/8fj8esQy8JFBtmXHxxrko7lubz7In6FoV9a+CoWc3YQdWGze0uBxnglECoPcyxB8yEcGSXoNW5d1uqkPAcnF4jyH8pGs01WFC0ylMTxmkLMmcuD0UCQWcwbZx8A/llhoLWtyQk5FGcpW/cwxwJ5BVn0baD7lkoRGg5x9kBdZ9ZWLhaWtorDj1P524uOZfZBTgZcqkW0PIs3ByMjmra2kl6vIyfiHJctqqkHOFdnWMoRcsliAr4wRwJL5d7Fjk/vW6qtnDPJ+t+Kgo4B/i+v22CQ92bnOO1fzNufKnApYv2jskvQwvm7eGOQ3gPyEELlBm8jmolDIxMWikiEkgMwTH+QRg+zC47mTWBTgka3QtAZ5ALQ0+2+qQaY1g5yt0JTFTzxLEi/Q6XTbql76vReNSmLRM8ikwD9TklgQVWzdECAfNUC2LRQy1iDr6lfFT1eDDAwnDPnNmS5IddLQIElPu1hoK7Qg99okATEne1nutF1lx1UxDUABrdk9Kew4W7pYrDXIxVYxIFAPtA6aaJCbJD1bJlIA8lo+0ummV8U0zCUWjXxkoa+urNAuzFtVkp65vnpwb1VEAvCzv+Tn4pu/6VvwFV/xFS/WxCvxJrF4QrQMsg+JxbrU9JESvYDCskqGaytDGGmQXVjYcV0ZT9hxoDDI2gf5gb7Qgf/MisCLBjksq83lJIZUtSzrdgcJiNnCToF/G/3ZiB3vZQh6UjuhFjvAMEmvZZDNy2iP+qYTa1AkFiXZa176tpJYmIBIrUEe+CDrRDYI+C99i4s27wzyuFCI3vIVmzegKaax0ulaMpHawk6/bg7fG6CVE9kmuxq62hzgBESuNMgEaCtTIOapzELPc6bXbVcopGFZZcdmJGcqX02ZKLH5vam+DRnkdDgB5C9+2Vfi9/y2/xB/3z/kCyC/MchPiHbryTaRbQCQb0WD/JAAMh0a2HOspBdCKsrQyxBkq8M0AbHVaDXbNTEBSgCyJN/FCfsMZ6xaNimmEYKXrfoxQC5bvukQHWCULagIIsd9q+QjlkBrZvOmNcjQLGspWew2SW+UgDjSIKtKegEAQ0AGhmAkM8imWtZGGjOppCfSmONISXqKiZwlIAIKIDvUIJdyzNExoPWcvdE8uRKAbyayWZAW+cg1iYULudZEPtLKEPJa4QKIlAW3PH/x0L83/TpFVSiEUBQZ2jVmEnoX2Oae1El6g8N5YQNIqo3MWZ7ijUF+QhBRTKrxmKR33quJTUpNk3axAMAhIPA53DocaZBtAbIwyI0P8sAr+A4B/2IX1uurAQeFQjYAuUpiSBrkWElPEjR6+YheuLmYsJmHIFKDkVxtjppkrwkTWVXSs5TGVNettLWfsCWRrYD/GRi5h7uPXY2JFVqbNCT2bSLnWfkgA9YuFoplXQDkM9so1gA5Yv+9BtlkLNloWaXZH7MGWZjI4oO8kljYJunprXpMr1thxxvd9IZltfWvfprEoirtPvtqLR+x7tsiSS8ELgA5+APIbwzyE0MX05BHk0IhRzOAtD7It1hq+jhKhrlUZMsMcmvnRGVlbVtqunEMGJSaLuWYZWBEcQwYAK2cyAYvDPLEK7gaHCmDkZXTg/bnti2C0mxnAxhboUHJRxSWBqYg0rwiW1dJr96eLgmIuuAEb50ebsctegV7qKQn2vGJFRonj2eiIwHKNTvuj0Fe+CBzdB9pJRauk/RaIqEBTuX3VhbXgNqNmoDIdqfUXsuK+XULwqrKa8mdWUssTFnWzcJGDt9z3xqJxUaD7MJ9ZCDVAkqbgvJpdkggvwHkp8btGDDI1ppIYGDzdvRJeiga5BFbNwL/LiQWzbYvkfbSLUl64SwJUW3fygDqRINcMZFlICt2YcXF4kQB/wcuMsjWE3bePtR9i4/al5VR+kaLrXp7BjntdXICkc3vosgQCkAOQK3TnVhqafBvy46LTnei92RWNm+hYsdH4L91TbC9JycMsuCwJNFqgdZMp9sWjbK1QlvbhWUGuQW+ExDp7rqlVukQJlIs7CRy3xZJeuYuFh34H/ctZAY5vc4FpBbseLJ5k+cvH1oXP9id0DukL9eoR8cbQH5iVDIE00IhCmgB3aR9owhEiIrEQhhkTjZvIybSRanpDvw3DHJKXAOUrk7LEIBeR+mNQZ4VClFAS2/VB4Wlp+y4dSLb0YARYMiOl74RTiWxuMUVQf+1wiDDsG9A7IswyMd4AVZLLBortIlxPsOYHW8XNhdkCJVDx8LCDtC2YtYMchiAkbIgjWtSuUfVgvRCkp75bpR+neLW3pONG8KMZW2T9Gyum6DEsbWZZiJruzCR8yxkCCgyBJvrlh638pGaQOG8WFh9dfGVt03SmzDICvzncIiU3wDyE6OyQvOyLQqkSVsDrbgNetxqDbKY4I+YSJ2kl/tm6svKaf+F0bohyGpa+nyCcZ5qwm41yEqjZjs4jhjk0g5tFxZZVkpqTw1G+usWP2PMsgKxL+KnK69TVCwryVYn1xKLQbNlUVoYS6Phiw4AiWVdMsic2ozaCm3h8Sx8io2f7ppl1Ymj4vQQQf21ZC8fMoR132TB3bGs8c3ua30l6a1LFt8bjecukc2FvnojH8k5fCJDSO/nnc+BG46EJrlMIl+3nkQAFMvaapDB0/uxfBiFQbb0eB4sRoF6N0rGPI9Jem8A+YkxkiGYWzPJYwUikcsxZ10dGJwS2UaFCyqbN0sN8oZlJaI8ttxuAg5rpwe31eY2SXrFLgxNkl6xQmudHrTHsykTCRSAnFmtsb46vr6lRZtKQJxsZ0f9qyEYART4v3cyhMLWFT/doGzephILqiUWpuBffm+dA0x8PLOFXS1D2JVjdpHsNQHIFRihAio4s3BjdrwrumF13YApy6o1yE+RWIQLjOWzRVssata3hkHOCYgXS037TK5sd6PK741ovMtWvplgqq/WC5uhBjlGUC4WHuMNID8xbkcByGXys2B99olske1BMYhPWfWBpZLevFCIDxCpCk5U7PiA8VEa5ChD6ME/AD/JXlObt/ioB35GDSJn2/t6q94UaM0kFo1OV3yQZaA8JhKL7O1pmYAI1H2beM6GqlBILbGYbdVr2Y8d+L8V5n+ayJZkCO129iBxNH6ukVh4WJDOtrMn1eZWCxtAgUgTsm4tsZCX9wb8l4XNuNHurlt8ozqcF21nDSLPCxIL+0S2zXVTizZgxCDPv9qPx/OJUUP1WCLhkEB+A8hPDf3jMt0WHSWyqR/aQanUtJJYSLW5EMKWQXZRkW3BstYSC2q8gnsZgh8GWW1BDW3eiiZSvILlugFpq75hkLV8xA1AHiQOaZZV+sYoWfZRYtH/lm50q0GklXwEVBLZZl7BSoN8qmIaK52uZupsr9uZnB6a+6uRj7QMY5RXDxY2rpK9xoVCOp1u1ns+zgrNhU536mLRapCFIBhfjyLzcnDdct/q0AyyjpzPsPgdVT7IpjrdWaGQIo1hff4FQq7SIJvAPC2xmGuQz0qD7A8hvwHkJ4aWWEQm1lIPCVRewU1CVBAXC80gBzyKQTY3wB9s1cdtacXgE6VENiVDaIugpM/rrXoX29nyOkWVyJa2rrWFXdR7jsG/r636nh2pHAMgCzJVsjiikf4rKQ76Lq7bBS2rVLFi7K3QOhcLKwb5uE3Z8Uo+wpyPFxnWhkF2kci2YZCzL6ssdEJ1vI3WCs28b/p1Cu2DDPQs68zpoV8AOSCAJjs2mWW9KB+J51L2+TeJFvxPrlvLIAd+BRrkbZKe9KXsHDrEx28A+amhQSQz205ogJJY1IO/eAUfysXiDlaMRz+paQbZduAfMMiDqmVFNxhZ1sourNEga1bEfqtewEgaGZrrBigrNFDS6aZTCR2DnAcda4cOIPWN1+A/FBAZgIplHQ3qwiC7SNLLfZuzdVk+EjSDPJ60XVQJBNLCJkxcLOJjBPx6EbeWIfhIZNM7NgMfZJE0NYD4CtACjPt2Uct6P2vAdDVJz8XC5go7TgpEhjMeW4BDvWvjom8XNcjMIfbTswa5YpAnZ1AtsfAYbwD5iaF9kBlss0oD0FmhNYM/UZ+kFxg478L6rBlkU4nFSIM8AJG5WEi3Vd9X9tJWaKZbh4Dazu7ZkaOyeWPQcUOga5ZaboCWdrEYLWxWXsGT7ezAITMjdn2jKdDSzeak0w2AajPmDLJK5rNd2IShfCTjMCmmIZIeVbJ4ZYVm6mIBLJl/ASPiFYwWIF9kkF3IEKZJeg07/liJhQudbn2461u+R8NUqpW/GmSrQd4sbKYaZAGdVwGyJYM8SdIDYhdkFxF4Y5A/U9FJLKz+KXcMcsqOB1C8glsGeaFBNv2R5b5pnW5f1jfLEJLEgrWWdZLIZu4VDNTb2UB33YCyBXUQNSzreGtUdHV+QGR/3XpNZJJY8BpE3o64cDP19wQuAS1O1m4HEXBRg6w9ns2CqCxIJ30DcyWxyDZvk+vmItkLaK7beKteyp+XcsxriUXWibKlFZoCI8CU+b+rHRtAXbeLhUJcsKyzJL2801YWLETjnajy2cNH3wbFlOLLQiRUi7YLNm9uqgQOdtkkjrS7VsIfQn4DyE+MKpGN2XbQj42Ij02J2INKMQ1SGuQgDDJ6oFWVmvZk7q/fQ51YAwhbx6rsaC9D0JWvXEzYQbGslQwhPp4hegVTskI7Vd9WDLLpdQMUGLngg3xE5r8qFDLKfHYD/qVvg616tWiLEguxedskslFkfOwZZA0im8VleozFQdRic7HYBtREb8rWYbmwKWBQ/b6g+jbR6WawGQzByCO36iVym3d9M3XoaMH/BERq7RnKWLJkWamwrCZRJVfOQGR0VgGVM6LEYvqR+NUg4+TK9BjGSXpA7H4IbwzyZzJaBtl02xCok/Q0W3cQTpHvSiEJMO5hzvoIU8dsvOVLCShpGcLRA62TiwY5QCeyUccg60Q2ezDSMsi9FVopxywa5AIiZ9vZVd822slni4XEImtZOf53gHBWyZYYDv6dfMQc/A+YyLx9LdIfQqjuNcwXNgi2kiYAlb56yo7XLhZV+fPRPZmukynLCqwBcl6QYuwVPBvf5XOmci3N1qnX8iozyNKXhkHesOO2vzc1WOjXKg5SdpiQ0y+wrPDCIM9BegTxrcdz1CAvF2PkJblyIbFQ5F089wXa9ch4A8hPjE6D7DZJDx0QjDKElKCGvrKXZg6C/BitFgC5rG/PjhQzf5nUqOpblCH08hHAC4PcyhBGEgtJiBKdbjwe5SNjts4Pg3yqBEQljVEgkoHo0KG9mzEBWm701em6gbsJuNuqbxit0aINiP8mlYuF2YKbtiAygv+Sd7Er69vpdD0yyBkgh6EV2jSRDXXfXMgQur4RiLTHc4x8T25KTWfm31TLOmeEiSi7j+iFzTaRjci2bxLcjyMSBwlJwmoHJyQSYdE3pUG2LYJyTttJqF0sPMYbQH5iHDjyVq+tzVubpFcP/lpicdyKBvl+SsJMv8WmE9lM+wYsWdZbZm/SFtRAYtH51CqbN3MNcpekp66bzHmMih2XUtOzATIzkdYOHVlf3W+NahAZmchoYVeDyLl8xB4gH4CUmm5ZVlWOWaRXkmgJxEmBBkDSFTue+zbezmaIxELkBQIy1kDLtGQxcIkdPwPqSno7DbKnRLZJtTlAwEgDIkXLP5FYALXcztxPV79WcVCx9tSJbDsQWRXTsGZZJ39fXHDSi3j6BXbc3MXiQpKeWNCymg+8xRtAfmIcx5EvqAsGWQaQAUCWwUNAR/QKVnrPCYN88mnr0AEoEDnXshYZQu8VPLNCqwqFWMkQFkl6rV1YBL4q4RI0HHgOHHU5Zkvpj+5b480NqATEQ4ppFJ3uFPx7AchTLWsMKaaRn28SEMUv2bxvEAZ5w45TmXjlXrtNfkda9x+/x8E9ubhuQM1EAtdlCOaOAfp1dQopi8j6us36BsTxRKQxHh064lvUl2NOOt3RYlTCTZLelmWtC7xcAZJVkp657GcG/usCLw7x8RtAfmpo/RKzpc2b+pExI277NgA526BpDfJ8wu4YZMvb5Gj8dAcli1kxIwG6UEjPRI4YZFO2LmgZwjiRTRYpJzTLOh5TRWLhgx3ncQKiECdSshhihSas93hr1BdA5uHgn3W6QE7SA/bseAu0zEL6Vm3Gx5j7sq6Bb+unayexoHQ/9smV1PRNIrPjGxmCj4psY4kFoICWWtjke3LBINtrWS8yyHkMVQzy5Pz81TC2eav6NvvtkErMlnvt3DPIZJ2kp/q2YJBZSyzeAPJnJyQZCvAisZhoWQ/FimgG+RQXi7kGWYpp2EosjqkGWZcZzTZv0NXI0PVNsyf2GuQ9gxztwuLiJjo9XHOx8KNlHVRArDTIEfxXfcO43cL42LtYaJa13aqPj0U7nvoa1D05YcHi5zz0jYcMcnZWabbq2+Ia3Vc2TLN5GW15rqLtW1ch76IVmhn4F+ZfnrdH5bLKC6h70nMiWyuxGI4LSoPcsqwXQaR5kt5Cg1x0ulpiMSYRdLiweQOmALltFTtEyG8A+YlR2bx5kFjoksVHDbRkBSqDfABwntcZZB8Si5EGeSyxEMb8Rj34b/sGxIRLk6iYSFQDXkmISnZhiAyyTmS7slVvyyDPJBbxkVHkI6wkFrNS09kr+MLE/qyx2KrPuSlpYYO8GCjFNFblmF04PWDMIBfwIa+RXq+36rtCIZZJetOiDAIaa7cE3iw0XZSaBgqRIM/bw5qJbO7JrQzBU5LekEEmlXeiGeQ1iJTE2MnXvkC0fRucQaRkP6pvhGWbzZP09L/7rJ09QnYXbwD5iXGjW8UgmzJ1WTc4SvYitf0kALlxDJiwrFK4wJRB7nS65d+5SogCSiKbBpEbh454njGjtWCQg2K0YpKeko+MmCKQEwY5gcjQ962wpWVMDNDgfzyxSbU5YZDNwL/+vU2SvaSYxlDLOgH/gLFjQPzLWw1ykVjUyV47GYIL8L9IZAOUY0DL6F9kkM2CaAr+ATRJerUM4VgQBNor2L7gBCbjQiqCQmoRhwsMMsjW7edSkt5Ag5wcLVZjBBGpHTmfDLKWo3mNN4D8xNDbM7o6kU1j5kDrViVniB6ybIsubd6SG4KpBrmVWAyYyDMUiUXU6SoZQgdginzEfMv3OOYLGy2xSDKXKENQW/ULN4ScOGXJIIcx8198kDmXY9Z9W7HjVTEN04XN2g1BGOTWCm1W3auTIZj1jaYaZL2r0SZEAXMmsiumYbloW7CsxVJrxLJuNMguqjuuEtkUkSD3Wjjj/bpIUrYvOFEWnNKi/pxyT0LdkwSUwWb41QpEWvdtukNBhWN4hL5aS2NMkyvji/EpzdtvLhafodAMsjmIFK/gIdDSVYaKxCLoJL0WICtvT3uJxW0usdCFQlB0uhU73gyQuVCIB8eADkRqljU+ajCiwf9MhuCnItvc5k2z41KOuSumMWHHGZ4cOuY63SAMsgIjwJyJ7GQI5trxUd9qGUKb7DW1efOkQV6xrEQ9yxrW4N9FqenUknWS3qBvF0CkO5u3CYNcJMe1DGHFnrphkBeV9DSDjPx727PjcdHgILkSeGOQP4+hGeTAYbWYe4HGJBA5dAxQPyoBlOA8Yd9AHTtSSSwsExAB9H66I5a1DPydDKHpm97KNi+C0oHIemEDCIOs9dVrN4Qb3SoG2dwKLSQfzJG+OhSdbqVBBo2JIpLzxO3CWF89KhSSmUc0YOQaQHYh+5lqkGOcMwZ5k6RXpnlLBnkOkGNFtiLXAvag3l0RFHnexMjpQciP3Va96aKtkiEAw4UzkSqmUeaEuM5eg8gixfjUWnw9LiXp0fT3dlk+YplcCUwBspwhANkhgfwGkJ8aemVtLrFordCq7WxhsFgN5hsGWbtYWPeNjoikhsle0rcyqWkrtNEAmW3eEoNsp2NF2RYdMsiaZQWkCMoVr2CGIxDJobofgZo5kIFfM/9RPjJj+BzpqwcSizznNRrk7M191Q3BoQa5/b21jNZOhmCur94xyKAsPcuT9+66kZPrpjXIExCZfcfVDuHMTz1/TiV7uUjSm8hHik43RpZYeNYgX0jSO6gHjnylb5a7vrEB4+fVKZ3G4hkb9LR4A8hPDAEigAw01iByokHOfrrIjGMEJglALVhWYZDtrIugmMhR3+IVzXgDAAAgAElEQVTjtJjGQIaggcjJp4OFTSgDwwD8M5cFWExAFOA717JqBtkWRDJGlZQq+UgCkaFihjEcVA8clcTCnB1faJDFni9P2CKx2EwWbqrNLTTIUiikLLjX95orffW5SNKjtBanwiBnImGzsHHB/G98kFvHhhDOqVRLoiqm4QJEjiUWbYEXzoTKawD/c4lFXoRSPS9fAf8Sbhlk6X567RAfvwHkp4abQiGAYiJrrTFQgxF5cYLA2SAdyyQ9c4lFx7IqP93MRJZEi9Bs1beslli6hRB1umYWb4ACkWPtOCBaVigQqRiuVSJbLrphxSBTAZHHhEFWFnaMVmIxZsG0xMIcRLKGwOlQetTXLb6+ZoVmr4ufM8htMY3HlmM2Z/6FHQeGk3aUWNRJW1v5iBsGeZ2kFzWptXwkFpwY/9YkqnLMThlksTKtk/QERK6+2okV2lJiUX0AgGbHF1+tDpprkCd/fyF9dxNvAPmJcTtUkp6lDzIwSNIrbdFewfHQUVlqjbyCWys0U/Cf+zZP9mIGAknftL0NuoGndbGwZcdpet1qNwROIFIl6TXnl8+lUtMetrP5jJTclEEuTg/ClAPj6xbfp7hoMy8UAgUiJwwy0nWT67hJ0vNjF6Y0yBsQqSdsYH6v6d/c6rxnDwH/8UV/GDR1sZhqx0WuYO3QAcKyHDN6u7CQEtl24SLZayFDIELn8cyp2twuSc+0cqXWIE9BZBlPCuPK+75VOR/GSHSTvPvGIH8GQ+uX7FnWeUW2qmQxJTCiBoYD6DTIOtHBvm9H3TfFRmq2LrpY1OB/VARFJwzZa5Dn102i6xtU32aZ+ApEmvVPJ1fONMgsROWRGNfSt1klPTclwjG2edM7NrGMdgO0diAyGMtHtAZ5omUtvuMNQH4NMoQFy6pt3pDv0U3fGgbZ1p5vYWF3UGWHCcS+zRba+XN0OLgnsWSQgf6evJSkB+sdGy1DmO1Q6OdJYhGu6avL54wZ5At9A+ASIb8B5CdGZ/NmDiLP4QBZGCxk9uCsKq3RgAUrDDKD7RPZwBOHjviotw4DFSZyVExDX6fAYcoMvUgskvRaH+TIAGkGmYbjzoGm1LQVQ64XNp1LSnwsVmioEhB3Eotd8YZnj1WSnrA8wvw3WtarLKu9fKSXWAAaRKqk302hEAnzvmmJxQT8zzyej5nNmxuJBQ3HyHwYSoEnuxXig7xosrmfLoCcqB1f9IdJOasocicfnH0tGRdBqa7T5P5KjxXzjz3rXTHITvuWyYLMjPuLN4D8xKhs3i7csM/bmDnLelNgBACO4xZlCJJ8AoBuE4CcNMgukvRWGuTkpxvZU1oW09ATn4vkypkGWXbfOAl4qC8UMtIgaxB50GEssQjF5k1Fp0GmIxKyG/lIrqTngokUgNwuwGRBKhrka1v1bZKe3cKGpkl6AKD9dOU4512NNfjPQNq0bws3BAwKhWRpzJgkaNlxWwu7tRVavG4MzSDvtupBCvybzQP769aWYy6FQl5Bkt7ylP6c15ekt+5nPuwQIb8B5CeG+M0CXhhkTICWMBxley0kLScwdgxw5YOs3RDkdQqt0402z7XTwyhDW1scmbtYdOB/3LeQkkC1fdss+1yS9HyA/7HNm7Q69q1M3itpTHy/ZsfNXSzkuYpshdYwWufGxUKulTnLSoS0WhkSP0QDMLJhx31Z2M1n4UrLqnbRVmDEDfMPWkosBETWiWz7rXptZ+pWO05lhzQv2q4ksnlikDd/vk2K3QJkcwZ5/zdliN/tYljGG0B+Yugfl71XMO2BVs48TyAyM8jUgRENIu3Bf+qbbLENSk2XQiFHxSCP+taCf1v5yOq6xUfxQQZSEZRF3+LnDkfuI2Obt7aSXnGx0Ik2Fxhka4A8klikxwK0aoZx5/SQkyvN2bqZBrmWawGFQd6WYza/bhsmciKxIBr/1gDNNDtikIe5CWVtcCgQmQ9OQiRb8twmdgwyVTk2QJHZra6H2EYCVi4WexmChL4n89meNcgXGGRpY+R6SnK9p3gDyE8MzSCbZsIC1wAyl0mtSmRD/wOqXCxgXWp6LrGonR7i61ABrb5vbZKeuQZZkr3y6/RUgciYpNc7Pax8kF0A5JBcLKY2b0hbvnK/SaLTeEztNMjWWtaBxEJenmpBClzwQfbCsm41yH1lLw5roNXpdM3Bf3rehE7S0xKLA5iXmm76Zgv+Fy4W6rpBjS1XmEj7e3LPIHf2fBcS2SoMZ3JPXgCR1dstQF5882tgkKmcSnCZo/cGkJ8aklEPOJFYgNfFNCqJRQEjMUlvAZCtt+ozGOkHf3matXVonB6a8wGPfWOVPXPoIwA0Vhk4dAwGIVm42QNkKgmILcuakysbnW5Q9+SGHZfXJqG1412SHuWtes3Bvjof5KkGuS/KsGXHW52uKfifkxlSslieA7KdPd7RAPq+2WH/Yzj+58NQ162TIayZSBcWdguBqoCrdlfDPct6JUkvva37Vj5xrW/mGuRp34RBpt0lNos3gPzEaJP0TMGIZrSAMYOstHUnagZ5VkkvIDgpgqJY1srmrWVZ20p6PdDK1YhSRTbzhQ1PHDrUVqFALW6KoMxApC/t+DyRjbn4IANaXoAxCybsuLkPsr4nxyDy3jHIr8jFImuQxwxyELuw9N621HTDjtuDf0zur7TTRjXwJcJUYtFdN9NKeqtS00oa02lZ51970IE7p+qOphZ2a2mMegVAJbJtkvRGz18sdLs3i8t4SssgXwT/XvumGOTYRH8I+Q0gPzFudMvb3fHHaA0ixwCZFBjRfroCtFYMsh+gFSYgMj3JyV5130aDiJ74AgfjSnrtwkav+mVho4ppQCUgNueXr3QisciUQM9EFla19gpmJbEYg7MjXWtrvadcNx6ydbmyFyl2XNrs3cUiyxDmGuRT2SoChR13r0HeSCyEQa77lhhk7+AftEnSo5yrATUG7u6yKpHNkvlf2LxJPBb8UzXeWrOs63i0BrnaabW4bhcYZHkkuT+fvVGPjjeA/MTQhUK0dY5NYxqWdQAiGTJhH2nbvgCtmU5X2DoXAHmkQc5FUMoAojXII6DV2ryZV9Kb9K2Wj8jC5loxjQAPDh001bLq6lBag1ycHuaDuk5ANN+qH0gsAAWQ48kA1KJtU5HNXu+51iCvvIKvuliYxZaJLB7PEvFewxzLyPjayBdePKokvdG4UJxVCgFybaFpviDF/roBLUCupTLjbzUGkQPme3rKCO27ZpD3c4/MA28Si89g3I46Sc/WUqsFWkd1CGhBJC19WatCIW7Y8TmDHJizDvzkMvAfB3UDn5ZY2LtYzJP0BPzrxDxdKIQmA1Bmiqx18ZpB7nS68TEw42TOr6skrgn4z31zY2E3aAcp3/GWZZ38lNxU0ttokA9SjjiowcjOocM7gzwEkSGVLJ602c/CBtskvcDqXCgZwgZoXQGbzxq0vm7Vbr7ck+Dp+erk7nNmMV1c6ucNoPfMID9SYuEUH78B5KeGNhk3ByMLiYUuyqBt3kQTOaoQpa1yzLfq9XY2UGuQ88TbTNiYD+htGW175n9v81a2fJUGeaGJ9OPxPNbpdqWmIWAkyX6AOUBO2nHb66YWpBO2blqRbcoU1SyrfRntOYPcyxASMNvJEIJ130glso3HhjCw51tKLBr9vKl2fCNDYEnUVjae8fT1b8n8ntwxyHncb4AhcF2DbA0iN+MCgAqtjQjl6nPqoM112/dNIvsgO9RYvAHkJ0Zn82a5AM2T2lyDVjPIZXAcaXBbmzdzoAWsE9kYuZJepdOdVJqTxY35wkYG/hHzn2UuysJOsck7gOzHm7sHWplBDqUCIqB1nGN2RF83F8z/gB0HtMSisLA7Fs6NzRsIuZLesG+64ER8b5ek1zp0eGYieyu0c8mydtfNVIaw9kHWcwBwkUEmWhIOLxIXGWRujl9hxyVs3YywXaQAwK1xOVq6WNS0+svHFQY5NUyukz94/MwAmYi+iYj+IhH9KBF95+Scf56IfoSIfpiI/ovnbM+nGbrCEMN4y1cmtYHTQ9n2LKzPCSVDGDFgTaEQryyrtCpKLHrwPwOIOZEN1hrki9rxeDA+1+4jo69ME9oZjBlkLbGYMMiBY8JXBiPaxWJTRtvHPbkCyDUY2SWy+ZFYzJn/dELeqj9wDfi6sXnbMJGysAEK0x9CWGrir+qwnz02GmSifpF21eatfIfP61Zxla20YMWyWssQ4l9uHsdH44tmTPCsQb7wN7W+mmS6cBYPz/XFRHQD8N0AfjWAHwfwA0T0vcz8I+qcrwHwbwP4lcz8U0T085+rPZ92VADZmonUE7a8TtEWConb1KEwkZOt7PiZtFVvra8OMw2yZpCBCCL3msjcH7YcGFGzrEAN/vV1E/DPvGTHgdi3k0/7RRvJom2UpBcfo4RHAy1dKGTCILtIQNQa5PGEXe7BWj5ymUG2WrgRRaClFi46qmIaCmhhfHr6zvhgvlW/YSIB0fxDMchhqomXiLkP1gubdd904mhlYYdjDSLNgRbSD2rtPgKg6ls+0zWIRBknp8fLU62GvML8l88Z3JMX5CP6qB4zPcVz/sv9MgA/ysw/xswfAPxRAL+2Oec3AfhuZv4pAGDmv/6M7flUQxcKEV9Ws8hgpF9l5+1sXShEJ3tdSNJzA0aARoMcH6tqc1iz4/FzlGUI5gzyLElPQGS+bsXfOB5fMFrp+pqC/wWDrMF/JbHYVJsTmzd78K/vyTFbl7fqBYwIPTK7Jup6x9MMJ+zJdZPDRWJRs+Mzy8SWaXaRpDcC/0er+RcQyVstq7nTg9yTs8Mo4L9b2Fzcqrft24Id188bDfLVYhqmEklgOi5U7x40fn/4OesOqdiMZceRFqD+8PGzzjJfCeCvqtc/nt7T8bUAvpaI/gwR/S9E9E2jLyKi30xEP0hEP/iTP/mTz9Tcx4UuFGIPIgkzGUIBWsgDvwhD4vE5g+zCB1kmtYUGOTDStm+SIVzR6Sa7MB9b9SsfZE4lYWt2nG7jvlHzb2AWCczOZQhyf6EALQHIi4QoP9eN5307SBUKSWAkrFlWzSDbTm5qV2MiQwgxs7IA3x073mjMzUIDrRH4h7KwS+8xn1NNfP4cOSjHvJMhyHWTc4FEEDziL5jLENrnzVs0aONiYVPjY+u+rX87QL3zstvVMGfHLzDI0jeCW3xsrUzHA4CvAfCPAfhWAP8xEf3c9iRm/oPM/I3M/I1f/OIXX7iJ45BCIS5ApACtAYjMDBZLOWZKxTQWTg8CWOCg4EQGI9I37YMcHzn17TKDDMqfsQcjSu85ZP5LoZB4DcXpYc5EuuibXrQtJuyg2nmlZLELXTyg+jbQSqOXWITNFrzetXHxe5vavNFcYnEbM8huNMhahjDR6eZKehWDvPlaFCs0s8iJo8AY/NcyO/3+lQSxeK7lrsbgubw1OXfXNxcsq7TvwjUgzSALqpx+LQ2fv1hcGMPy0kDa5xAhP+dI/NcA/AL1+qvSezp+HMD3MvNHZv5LAP4vRMDsPnRyhotCIdVWvU7Si4+RQaa4Va9Z1gETWSXpeejbxOZtyCAr+ciKifQDInkItLSuLgLCJLHI9nwbBtl6VwPAasI+BIywTlBLVeRWEgvA9XUDFIhUTbxajtlP8ZoxgwwI0CrHd3ZhXSKbJVu30elmmze5HuFaOWZ77bj2ABuzrFkaU799HWiZs6yTo4OdN3Vw8a2e+jYjBUocHfhffas1+F8vavTbuRCP9SJzEM85g/4AgK8hoq8movcAfh2A723O+ROI7DGI6MsRJRc/9oxt+tRCQKR4BdszkbNCIcLyILOs0cVCGOS5Bjmz4x70ngN2XP7FIxMp4FAxkRuJBXjO6L1IZPB/dkCr0iAjjR9A8bRY9E0Asn0C4jhJLx6mXHCilVg8bECki+I1mAPk6BVcJE3ABacHtWtjO5QIEzmerI5jVCgkpG3SOfMPeGGQ51rwyLL27Hicv9dAy4d2vLSoDZHG6Hty/NnmkDnQwqMYZOrY8dXXGrOsF6K+rNQcu7awMYkLEgt9XOZub/Fs6ICZ7wC+HcD3A/gLAP4YM/8wEf1uIvrmdNr3A/gbRPQjAP40gH+Tmf/Gc7Xp0wztJWnvOTu3QmvtwohuVZLeaDu7YsetmciFTrdiWdH7IE+ZSKiEN1MwohY2HUCWa1AmtVhFTvyrFwyyB3ZcQfoZg3wfZNXHY2sQaV4oRC9IJ1v13ACtcFGjag7+c98mCxsULSupe3SliSy/05qdfflYM8gg2YmqFzZHfGP+rVSS9FzEFPz3h7cMMtqTLWINtnTza5a1r6Raf6sDBnkjsai8mjtyyHPfrjPIlBnkZ2/Uo+PZbN4AgJm/D8D3Ne99l3rOAH57+u9Vhd7utWfrtHcpGgY5PmbvUqIqSW/pYuEpISq7AEycHpLEIopCEoictZuUfMQLE9k4ALTykc7mbaWvdpGkpxnkwWEULevRgsiLBSfMIjORc/AvLhZtOWYaVK6EOs98N2qrQU7e1SggkjnEcWZhPQgUlxJbS621D3Le1UgR+NzrPUHZych+q759nt4h5OTK7vhVltUaRLbP5S0NBjud7sJ9xJplBVD+8fdtodbFwrUG+UJ/FMwncomPzZP0Xn0EDk4mtbWfri41vWNZ9WRtX0lPsXWpdRI9y7qvpBc/V3TYLhw6Bm4IZWEj5WGbQiEToAVhLz0w/8IgT1wssk63kVis9NWAAxApdMeyUMi41PSs3fo8e2nMgkHO+v2aHV9N2C2DbIchjyLVGh0GMjueF2Nh3Tc511xfvfmzcWcpPm+ZyKv3m2kRlPKiP6zx89GwrC5A8CIyjbo+HJ+/IheLzYINKM3PLjGfMw3yZzoqBtkaaGW2bm2FJpOaOFrEU/t2SxnfLLGwLjghYCS/jlGs0FJ2dmbr0mS1YLSyG4L5wmaWpBcfi4y3Zk+PieesZpDNQeTCK/ggZYV2tSKbApE+fm8zGYK+XRXLKp8dhE6MNb8nF9IYSgsbYMCOb8CIOYjUEosJg9z6V18qxwza3rvPHxuWdYJXqH2j+1ZroBX/cnk6XrSVM1t2/GLfzK/bBca1PcXzwmbD+ren6jHTU7wB5CeGnhzsQWTjYtGuolEzyNrmbcREtkl69hKLgJHEQrOsIWXVX6k2p10sTGNRka1UCWScykkkXCim4UP2swGRBJyNf670bSaNceUVvASRo6plGz9duZdh/HvDHvznxXZ6b1dtrkvS8yCxmMoQ6veyV/CiyS626mcIOB/uiYV45pqJrL7Dg8Ri1Df1/OhkCKuv9QD+pQFrUgCo57Nd3+wdjC4Afv3oFCFf+lekGN9GRN+VXv9CIvplz9s036EZZFfJXsCQQc7TOYlOd+5ioZk6e4lFk6SnJRaHgEiZz1sXi/mEHeDAT1dft2mSXrlu8fUFmzcP4H8DIofFNDZ2YZUG2fT3dqibrj98HFGDDGjwfw1E2vvp0kaDXKzQSl94rUFWC27z2NxjhUgo7x1Yg2BzvWf8y+rpGkSOSIbpt3oA/49gx3v5yEKD7IEd37Gr1an6Plt/1hz8X8EMqY1ElGcLb3EV+fx+AL8CsZgHAPwtAN/9LC16JaFZEfPSt9V2NsYsa5Bt9yPNf3OWVSfpudCyVvrqhiGA0iA34HBVlMGN+8jELkywfUgJiJqJBC6w4y7A/5qJPEMtBclM5AZomTPImYmcMMjQOt0mke2CfMRF3yb6aqI+ATEX09j1DcYyhErnOAH/eZa+3sauwplFXNjGLs9pfrD9nAcZwpYdVy8qBnnNjrvo2yMkFu2Yf7mMtkVckFjUizZyiZCvulj8I8z89UT05wCAmX8qeRt/bqNiWc01kXsXi8IgY5ukp/WQ5hO2gH/0E1vNjscpO/ZtbxfmQ4aw0iBrBpkz0DpzItu83VkX70H2M03SI9zPGkSGDYiUML9uwndMwL8kIMqZgJIXXHGxsL4n86JtDCLvZ83Cik7XvQaZDpWnMQZaYdoXx2xdGxuWtSJkJ+eX4w76s2XH9ZzQHrx23cxC2jCdq8ojPfG62fRzvaipziS3+PjyDPqRiG5IfSCiLwJwZPz48qEBsfmEvSymIRNv42KRWdZBuwVUs5cy2mPwX7GsgCo1nfo2KX0rWeeuEtkmTg8sRVDyNdkkIHrRIFe7GuMJe1SyeMX6+GKQgZUGWaQxaPs2aXeWWHi5J1f6alW8BtgnsrX2fKZs3aaSHmd9tQa92C7a7GMNSDrd8eyj7bd6AP+PYZArNr872HzOQd9UC4bvtpcq/Za2rTXvzgUGuV0beJBgNXEV+fw+AH8cwM8non8XwP8E4N97tla9ohCdrv2EvS4UAjXwx+lv7mKhJ2sXjBYHRSD3K+PAabVGkqQX2lPrrwQVFwsXMoR5RbbAnFitmkG+LYCWi0IhZaticiGo6HQr9nQOoNxU0tswyIS0SCP9W8IrkVgcZaKa9C3kiayAfwBTaUybpGcWWRqDPcuq318dhAe2DlsAr4/2JYuvtdlF3yb3pMTR+SAvvraj0i1iwyCn43KdKL8//wzgQfaz/5vUvvCHj69JLJj5PyeiHwLwqxC78s8x81941pY5j7ZQiDnLWlmhFeZUBozQ5BSVwgVzDbIrBnkosYiPUihEylVK324TKzStsbYHkTsGuUnSE4nFhB13Uygkj3izZC9VslhLLBYMsptKelnLOu4bSDs9aAYZ24nQPgFxzbISJVtFtZApTg+vYGGz6lt61L+3+P78nsToXJPYMHYTkBkx5EXw76Fvw9/bvO+vJ0lvs8ARcJyIB/f35Ib1j6cI+Kc8d3uLJUAmor9XvfzrAL5HH2Pm/+e5GuY92iQ9HyzroBxzemwlFiVJbzRRlImPwdkX2SQWRVCKD3KzVY+900NIrLSL6xbmDPKZJBZyTXdJeiBZMFjfk4LuJywrxVLT8hzYJ7K5qqS31CBTTkBE7tsGRLpikNc6XW6Z/3DiAM311a4WNisGeTypP4qJtIqdDGFy7tbmzUHXHsUgt6SwZxCZ/vLyKJWziEo7V+NkPF/fv8YAebe7QSgpK85ixyD/EApN8gsB/FR6/nMB/BUAX/2srXMcmlU1n9SEGRkm6QloLJrIKLGQRLa5zVv2QTadsDEH/+mpJLIBRZIAYKnTdaFB3iREEZClMbpc70E0yEaRzxQG2UWBl9Sq7nC6VrFKYHF6AOjSVr2L39vUxaLIEGoGeQ5G3CTpbVlWra+O72UGecMUmf/edn1TZF41v1cHR99qDEZSK1Qj+qPqLf3renV9Gx2trtV1DbKLyPfcbFxQh4kKQNYHR59zAf5LC66868IGsonlDMrMX83MvxjAnwLwzzLzlzPzzwPwzwD4ky/RQK+hGR8XEgvGBCDHR6med0BkCHLqXoNs3rcC7xuArMA/1wlqwLzgRLZ5s2ZZ9cJmwNIT1WW0gQi0DjVQtuGvb3O7sCJ11eAQ04FfM8j2TOSaHZfrlpl/YZMnzXYDIumIOxqxUf1hGoN/AP4XNrnoEIZ9m7neABuQQRfPe87YMMhV39rF9VP7/VLxKHa8eeoe/OcWTN5uCKFqHWTd5k1scINmx0GlFLqnuIp8fjkzf5+8YOb/FsA/+jxNeh3R+SCbl74NWJWaRmZ9ao3qECC7A/8isagHBK1BDqk/EbesJRZA1B/ba5DnNm+AbNXLubGdZ0gODqtCIfCSpLe2C2tdLEJYg3+9VW9bKUrY8RmDXPx0Ww3ytG9uQCSVcWTKjqM6ftXF4uRzRwY+bzwGaGnw1H22/ZwnoIXxwqZ6TqtTm6/ywETu2PHx8bhjs/hWT33bMciZOVYM8qLN1fhodkvu+pZ6QS6WYcO46oP8E0T0OwD8kfT6XwLwE8/TpNcRriQWGSALk1PYSGmVLjihE9lGukHdF/PStxfKMWuWVTPIM4DshmWt+jZi8usiKIAqWXyhUIjtqKNB5DhaN4RccMI9E3mBQT7rNMkdiJQwZ8eF+U9P+8O6CEq5HrcVO66AtP3CRp6Or1t53gDky3/BAYgcgf8ZzdofnP8Fq/uyumfW4L/dBZjJ7OLnHABkretZnif/KWh8ddFm2TetxZqdJv/nkEK+Olp9K4AvIlq9/XEAPx+lqt7nMvRkbT6paS1rfh0jF9NQbgiJawUA3C5okM0LTkz0nrocc/QKPioGeecVDMBep3vB5o2h5QUJIC9uN18M8hxEtg4dj/FBto0Ng5yumzwHlIvFYmETzzOeJLT2Zcog1218FPi3vieXhxdM8AqMeGAid31T7aqs0PL/7T/nom+7hY36fdGmczXz/DNo388oNiwrlbPE7QHAcpzMxwfPXzbWfavXq6/QxUIiuVV8xzO35VWF1gzaSyxaF4uxBjmmQNXV5lYaZCk1bQ7+J1pWaZauWhby9Vhn1cvCxnbLVyfpTcr65r36dE1C2qqf3G9ZYmHN1lXa8QnL2rDj0Q0G88lCMZH292RG9/1hjGzeeA3+UcC/m0S2qQa5WdikJL2dNMbc7WfHsk6fXwcjdnEdRLafunpNzIEWMPm90ejMR7GsZrFd2KjTWjx/cdFmFhf7lp84RMiXADIR/WkMms/M/8Sn3qJXEpUG2Yu/58AKrQBkAGmC2iXpVT7IME7Sy33rJRZZXs1ZUQ1k72Yags54FvlxsZj0DRgDrSBWWQuW1UWhEH1PzjTIA5ZVPjr8RqVBNmcil9XmFMuawaH4IM++0gv4x8bFYubQgeU9WT5vfN1Gz4eHH1GRrUMuBrHTVzdsXX3m6wZabfOFJLj0WfUZ21gvLuPzSx9ZfsfLBjWPzVEqR6uNK0dxVYP8b6jnXwDwLQDun35zXk/kQZ8d6AaF0RqUmi6arMIgi6NFPHW+InfjYpHAfftDk76dmfAq+urdVr0LGQKwcXpIek/SUpnk9LDTIFsvx/OIN+kbCviXkOu2YscBB1v1EUUuwX/25k7vhZCqBM4mC7VrY963QbJvPkp9tjnzGoy4SV43i7gAACAASURBVGLbgUj93mMqsnmQWDyGZW3be3Wr3ivQkscRyzrZRYznO+rbRYlMLq5B6za7kFjQtb6V8IeQr0osfqh5688Q0f/2DO15dRHSpr4Lne7WK7hEdnrYaJDN2fFKYtEwyOnxVElDUmp6mciGkshmD/7XMoSZxGIFRkRiYb+dLbr4Ud+oKzixKxTiZqteg/8pgyz5KarN6nX/ofgQOOCBrvIWzxCaypnsaoj7iDT6aiU9+1gzvbUktRlrvDORj2KQm+evZat+Oi6kx/Sf3MOxa68ERF4B/2gdfrxfN5lb1+NC3hH1h48vSyx0Rb0DwDcA+LJnadErCe3Jag5GZMs3A2RVajqDXcGYR74PZyBSAxF7BpnKdnanQVZAHkApOMGROJhcklwoxM11GztOiAyh6ltiGFft9qGLp3WSHgZewbtqc4pBtg0B/+u+xecF/B/Atm/MfD11+lmCsJRYkOpbOrwto+2CYcXjQGTnkuWdZVXxCPnI7Pzx1xqzrBeBVvp1pvedA+TMIE+OjsD//PTJd1hft8lR3Te1LvcUV6kKXVHvDuAvAfiNz9Wo1xBZpwu23xZduFhIq0RWQSAESIU8jAGyAiI+gNbaB/lUJYtjm6PkZbVVL8y/aewS2aDJvHRNwkWJhTn43yfpZWlMZiLlnly324ekCZhSHpSqzVH9+7ulY8OPyG/OfCxRAHmyVS/5idK7fK/NJnmXDPK4b9NPXWRZffS1b4O2P+s0yIsmuwCRj2GQM9p63HXzGhX4VzzKtm8u7sMUm+u2OMU8rgLkX8LMf1e/QUSfPEN7Xk1oxsfNVv2FUtPZTiXrdAdfp950AUYmbF1J2ipbvqJBPkBTEKkT2eyv27raXFtJL2zYugNe9NW0ZpCp+OlKM7MGeQZU1I6Bm0XboG8HDZL0LiayhRBAD9bXbc4ggzSDrPq28pudgLMXj42fbnXqI5L06s8Zg8hrJz/iTEcAeTouNK8zqBwcnP4Jn32r3qbmqfdF21Y+QtVp5haXg7g6y/zPg/f+7KfZkNcWrU7XjdMDgDpJLz6ytnnLoKueCMpnilTh5NNWX50n7AWIzBXZ4kIha5AXek8X+mp93YZtJWVhp9g60JRldVMoJO+Zzdnxvm97fTXwGirpDSzsMmBef7N3BhnQPdf35BxkuABZwJayqg63bXbP1u361qKr8nQJDj10TRqxub8Kk3wRFLvo3Lpv+qx4nVJfN/dk/Vnjfm77VvrlLZYMMhF9BYCvBPAlRPRLUXrxcwB86TO3zXXoLVH7anPC1vXZ54V5bCvprYsyAMUH2Z6tWyR7QVuhIclHOEks5gOqC5Z1k6QnTKROSgvpGq/a7aJvAiIX7PgZOMkQpG8b+YgAMuu+7fTVFF0s8rko8pGp7KfaIXCwaJPn/dG+UIgk6W2Y/3iG9T05ej448xHjuYut+p2+Wj3Xa+vVdYtH1LVzyrJWwLg95dWzrOoJlzYrrHzhT1jdn7vf2As142cQO4nFPwngNwD4KgC/V73/twD8O8/UplcRlVew9aSmt+rldYrCIDcSC/A+SY89JOlpicXgMCWWNaKPXElvlRCVbd7MWda5fARAYsd7vefWoeNVJOlpiUXNRM41awVE2sdeO66Pbvum2Vjzxfa6UIikAzyq2ly6L813NUbP81s0P3VJslL1aBPrvlWguPWlvsiO2yeybf4+AaSE/6Q+Oj7dAfjfseOqL/3P7dp1M4udfESfRgW+eIolQGbmPwTgDxHRtzDzf/lCbXoVodksYGyX9nKNoanEorBzkV1F2oKPLOv4R6YTEM2BVma0xkxkYVlbbfEGRLrQIMvqZcaO9yWLtxpk+Tewlo9QojxWSXqsob/e1Zh8ZcU0W4PIOfjXRVDKwuaafMQe/CuAPLknq3NTrBakQLwvzQu8bBjk6p2KXbwGoMzvyeVh1Z+u1PQ1ltUstgwylaOkFyy7r3XQtxzrcSEn6em+XvwtmYPl2Xg+WZB6ip3E4tuY+Y8A+EVE9Nvb48z8ewcf+1xEy7LaJ5+wtjwohwSDKU2kMMizwTFrPVPhEfOBfymxoGrLNzLD6XosmEixsDNn/oEojZmwPr2WVWQIi7550CAL0FrJENIipWWQZzIEqHvZ/rrNwT+oT668zI570CCPnm8Or35vQDPRW8Uj+tYvnPcg0hyISAzHdP28oyIvfq1PlvVoL6sCka/HB/nauRX4v7qwMbst1wub1xA7icXfkx5/1nM35LVFzjpH8AG0culbTABy2b4VpweaSSwaNsu8CMpChhDBiMhHijf1anCMoDrk53ahLs6QZaVclKEqkoE5iPSjryalrx4cRpGPaJu3K17B5iByB/7R9y1wSDP27BsVkDalUzYsK41fUP6/xdey8e9t42Ixa9kWjGTQ8jquW8fcLZrtA0TuCk6kx+Ye2/ogV/8OPsE/6cPK8ufqPdk+f9HY/Nly3fQ86Ct2Eov/KD3+rpdpzuuJyubNeqs+T9g9y3ooYFUYZF4yWnLD3vmevsPaMQDJ6WEisUgg8lDXZCmxIEIIHgqFpMdwDvsGRPCvT95t1QOvJ0mvr6RXtOTjbyxg05yJXDl0kLZ5iw9lYTObCOP75jKEHcs6mXh3bJ0ssu3vSXk6H/cAPE6GkEHOz7R9P4PY/h7mYNC9i0WFEkeHxwsUzSYPP+ehc1v5SDlak8LkHyDnBlzpm4NrMYirlfS+COA3AfhF+jPM/K8+T7P8R2vzZs6MTDSR8jJw/C9uwQNIAIoGW/Utg2wvH0Fy6Bi3tbCs6dQLXsEnTh9MJICZzZsGWloqA6zBvwvrQS2NGcpHlE4336PXKrKZ/9424F/3rZPGTFkwD2xWbMnyqJ6ku7Fjz9aZL2zKi/7w9PkGjLiQWOzA/+pTF4GWNct6hUF+xDV4FSAS6nejpvdHdtUorl03CX/88fVCIf8VgP8RwJ8CcD5fc15PVDZv5oyWsgtrJmxhkANHSy2AshVaLMc890E+L1iKPXtkZLgCkfK8llhMK7KRoxLhQOpb/1M8RKerRsMC/sdf6apQyCZJr9jzaeCLub5aL9ys2br8exv3rUjAG1C/Af/xEw7uyfb56NSGQXbP1j0CRD6m2lw5z8l124B/UGxrsedbfK0HELllkNOj/Kc0yJd1umaxBpH6rG4BcLFv5vZ8u3FEDjtEyFcB8pcy87/1rC15ZaFt3swlFkRTiUWtQUbWII/0yuUzZVLXr21CdWAwiGQQqYDYlcIFfkAkluA/s+MZHIr7yJ5Btu3afFcDSPA5J7I12vENy+rjutUuFfVRaaf+LQUQblumyD70BDy3gOyexzfm3+qBZW1R4irUDk38ve3b7WKcBC6Af+RV3GNApLnN2/Tvp3trdI9dlSGYgcjcgPHh5p7N7bx4T6ZPPbl5zxna09nFWmUQV1Hdf01Ev+ZZW/LK4rUksmlglSfslLAXyzHP70xhkG37lto30ekSVEW2zJaf8fkERIoPMtjanm8nH9HseAFau0Q2F+BfFm1TpwdS+uoYW311etu8kl5OisUWjEjsdjVcTNbxj+sX/eHJuTsZQvmIZd/UPTNsR3nvMXeXCyZye91o+OrqdZt87cvGbFio8HDpT0u4rr7PHvxvziJUHdL/v/8L1n2bjXl1OMzRuzwOfAciSP47RPQ3iehvEdHffM6GeQ+dVKNfGzVmCkZkPtZMZBAAtWAiDzqcaJCFZR1boYEmVmj6s91Hkhc0jD1nN/KRg0iV0VbgHzTVIIOc7GoIyzr1Ckbv0JElFutKevauMWswog9dZlldTNZNPEaGkCfwyVflKd0JyzoCkQ1bN/9se8RZ364s2i5KaVxJLDZAa/Y4/drX0Dd1nOgRffO0aNtKY+S4P4R8SWLBzD/7uRvy2sKVThekbKdqcJGBvGJZs+VbfGPyjcUKzTYUiBz8GxeJRelK2GhZM4i01iBXfRsflr7JuVd0usWlxAOInLhYQCUgZuB7lu3fQRxKimEba3BxVKC4Bsg7+Uj73DZGTOT8+dJz1oXEYgMi9fMnuFi4ACUAduA/Ai0q719Y2NjGNaAla/LyKVrfk/o3Z33tpvPw+PDVe7L6ErNYN2A15lvHVReLrx+8/f8C+MvMyQvscxZ5Ug9JYmG+5Tt2DJBxXut0OSVPHQsm0o1XsPy7ziQWiYkEAQTRhZ9pwp6w4yqRzYd8ZGxhRwDO2ughuyHMrokuo+0H/I8mbMrlmOXfoSzaZt8oQNo6KfYRTORFGYIeP9z0bchEro5fmLBN58Hr1+1RCYgeJvdNG5aAafXZyb+JTawXlwVnldfur9tFTrgA5Wt9qz9r1c/d36X6LH8E8uUkvd8P4OsB/J/p9T8I4M8D+DIi+teY+U8+R+M8hy+JhdJENjel/DjOADAJMOGcgDdflReAbJ6ACCSJxeAwihuCnBt27HjqmysQOQEjksiWQaSMIhfKaJtGXthM+obirFKBf8wXNr5s3vqno7c6PLnYsfERGxCpn1+Vj8BJ/2h33VR/nsIgu7kn92CrBpXXrptXN4RymJKxjF6MvZJ7cseOQ/ql7rXluub1XDd57hAfX6bPfgLAL2Xmb2DmbwDwDwP4MQC/GsDvea7GeY7OK9iUZaW5xEJwitrOjvxxtHkb+SDLeS40yBlELlwssr5aTk0M40bLag8iFUAe9m3kYvFKCoVs+0ZZ9qPB/xVmxD+DrCenoz5zsWgbPX/x2DLI6nnLsi6/t//My8fuuumjVD+/0Gw31+3Kqk1jyIsg0gWgHMR8x+Yx32HVN2oeJ0f1IkAOXGTH7a/bum9e5RXAdYD8tcz8w/KCmX8EwN/PzD/2PM3yH60G2VxigZnEIr7WCVF1Jb1FtTlzrSdwSWLR2oWFfcEJFyByxyCDBi4WGw0yOSkUsukb6GnJlYCDUtMbEHlUh5vjFyYDF/dk93xwZsWy0rW+We+0lYb0hyeX9apG0h6IpJjs2OjnmkG+DLSsmcgp0KJ8WvzvCX3zcu2a0Nr9dgPEh0RkFRnVXznLpY3FVYnFDxPRHwDwR9PrfwHAjxDRJwA+PkvLnEcrsTAHyBMXC3lVkvQOlaQ3n9QOOnwkIFYSi1E7FIjMzHDaqt+w4+YgcsOyEsUy2jqKDGHeNxfgX/70rG+I0phDnyoD5AL8y3m+QSTNn06a7Yap24B/VO1s3vUuQ9gx//q95h58VQmIm10NzT56BYbDmF0Dqh7qPl2Vj1j9O2xkCN1pFef/Svp24bBXrH8VHfwGAD8K4Lel/34svfcRwD/+HA3zHlnb6wFELti6qpJeOjMn6RGWPsg+NMiKQR78Gx8JRFZWaCGAZv67cJTIpn2QJ+1oWdaQfZDn9nwA7AuF5HtyzvyHVl99sVCIi0p6o+fDwzWgnC5sPDB18a9Pnqd3aPxCySPH3+oCkG1mZI2P0UhjroARD783YHxPdq8fDyLtgprHyVHqWdYr96RtbECkfmzlIxfbb9/P9XieeSJ/BPJlm7e/A+A/SP+18bc/1Ra9ksgSi+AkSQ9IMoSW+YiPIrEAyhb8asJ2wyBfAFq9ljVtwV9IZPPRt7lO9wOHSj7CIntx7xWs78n+8EGUB8TS5r31IOClkt7o+eBopUGm7cImn2cVO/BfnXpNXx2Py2TopG/b63a9nT5ApI7HLdrcL2w2LGslqVDPdi1+jYlsr7KM9qZv166WTVy1efsaAP8+gK8D8AV5n5l/8TO1y320SXouWNZBRbYMkFlrkHVC1BpEAk4mtaVOt2FZQ8AN2Ot0Yc0gp789s3kjlZuYV9lhzdbJeV76tpCPAI3N2y5Jr2KHHPStfZ6i8kF+IutjFxsQOen6arEdj3vo9zXWtDt1c74rEDk7vDpwRV/tYldjtnCuX1VyBO8Si03fMnxsdNhXNf+msdGOD091FldR3X8C4A8AuCNKKv4wgD/yXI16DeGqUIj86UEiWwGNulCIStJbMJHSN9PQdmFDlrUpo43rOl1zllViavPWu1gU5n/NIJ982no8F0Q/Xdg0Z5YkvQ07DjhZkMYX/eEZiFyAERdsVvzj4+fy1qSdOxboVYDIRjJyOZHNAzu+Af9d3xQTeWVh42Kc3DGRmTjICHl9TRx0aRdt8zebIOqQB/C/jnLdZG4zbMwkrs4yX8LM/z0AYua/zMy/E8A//XzNegUh5J8HK7TMIM8LhZwBRWKRk7gw/ZG58UGWWHgF5wTEhtW/4tDhYsLeWKFpScHO5i1XmwtOrNCuMMjt8cU9uTvnZWIHRvSZj++bG/nIZFejPG/a7J6J1DEC/80rDepXzdaMpVU8Sj7SgP9Xs7CZLS7Ls06GcLHdXiUW+jRSE7bu5/h8Dwvudd/qBSjg0Qn5qovFT1OkrP5vIvp2AH8NwM96vmb5D2HnsouFaUW2eSJbsXmLWtYjMchgxkE0ZyLdgcixBhnoC4XstuorNtYD6zOVjyhnB1JtZt5rkGFt0aev2/zfWDP/QHK1uMKyergn44v+sG5nU3DidfVtfbjSINP6sz6YyEcsbBImzqm+r7xvddM0+J+cv/z8S8cGaElfqD5/12QfzOo18C/guG7zRfBv1c+dxMLDP/8mrqK67wDwpQB+K4BvAPAvA/j1z9Wo1xDZ5s1Dkt4CjMhL0SBDGOQLyV4+NMgbF4tDV2RL4FB8kFcaZDjSIE9YVhBl8C9HWYDvbMxJ32kuH9n4V1c6XQ0OGcPzu/Mcg5E5y9p8tvpGD4xPbEl5ugH/+tTmo93nMohx8HuLL/rDs/N3bB2c9W1z3eJr9Xihbz5iAyIx+L1d7Js5iNzIR/Lzckuuv9bNeILri25/BPJlF4sfSE//NoB/5fma83qis3nzAiJbDXIG8kgDffJBBie7sHG7/blYzJP0ztBrkI/FpCY+yG5A5IRlJZQKiBWDDEyZf4nAwb3HMyDMv3ofY81y/IyTQX8HtCbg/1DM3dXPvHjsRI7V4ea4e5ZVxUSuVV60T520exoXQUh+fu16uLhuj5AhANfBf/1Z6+u7Xji3Mp/H9M0udveWPFIkrV4bQCai710dZ+Zv/nSb83qitXlzIbEYuFgA8XeUk/SAlKS3ZlkBL/pqQVITEEnoqs0FPtMAMpeP+LN566NKQBR2nEMEWlds3jwwkQv5SHl+HWhNP/OisWPrVGiJBY3Pj8fG4Ozl43rf6l2A9TjhAhg/gkEmKtvZWyYyyxUc9HHDssoL6hHz8ut8/N4mbeiGj8eDYnMXi8vg/9o96SK2fXLefuwZ5F8B4K8C+B4A/yv8L6NfLHzZvK3ByEFUJBZJXgBeT2rCsspzs9AuFpO+hYHTQzw48ZzFkf8NXFy3Sd8kAbEtggLcpoNPTtIzZ8c1+F+wdQR0frqLCoij5y8ej3GxqNqM6XXz07cNiKw6d72YRsEBTqaQrU73OhhxAYyvbmNjsBhbXjbqP/PS0VLD7WHFsnbs+IW+tc9fNB7LiuvF2IVFWz7XMqZjXvvEX+wA8lcA+NUAvhXAvwjgvwHwPcz8w8/dMO/R2by5kFhM/HRRqs3FdmsXi3nhAhcMsmYij/52JSgZQgbI4vQw+cbEIPtJZFtct1EZbb5tQWSYsNIvF9K+sWRitnFBPB/Q3bCsG/ZNM6tH29HNJN8+f/lY902/c1SXYzNha9BiFhvw3y1m9MF9u12MkxcWYO2n3JfRzjEbF9rH9T1cDnnq065vlNp7bQz0oUG+2Lf0XHa5PcWSPmPmk5n/O2b+9QB+OWK56f8hOVl8vkPIP1cs6x2jm7FikJG27TcSC+2D7KJvMxcLkgTEknAnVmg0YZABOCk1rQDyhInsyzEzaJFcmHXY5gmIx/h5ebM8q7TFwJVJ3jfQ0i9q0LVyjRk9f/Gg6Yv4zqTr1B1sP+cAaG2AU9u32gpt9bWe+rZnJON/um+vG/xXZzVjyeV2m2PI9ZjXXt3dwubVhdOubJP0iOgTRM/jbwXwiwD8PgB//Hmb5T86mzdTr2AFtAY3GlEpx6xLFq+S9EDONMgzFwsi3M9QyxBEgzz51R10KC9oBwP/wuO5l48IO76+385gXChku1WvnjdWaFN9tZdtwx1Dpd46OlbSO/hX8Qjt+Gpho891AbS654OjgiSR2n6BrXMxlkwXzvqsR+irPdyLG/BfMCbVP83H/Anzfs7n4fxU/cau/t7a5y8aW/C/POwidkl6fxjAPwDg+wD8Lmb+8y/SqlcQ2R3ChcRCgNaYZdVMZOUBjDmjVUksPAz8i2SvTobAyaFjkcjmTjs+mbDPJrU3elhjMeikRQKsk/RUPAJozc5vz3NRvGYSVX+Oo37fyzWZxm5hoybeRYJv/60O+n1x6z2fkkHnenynGn3axA5EZvxcn/cqAPJF8F/OfnzfvCfpxcm6/dSFexIO+ja9J/XCkuDR523HIH8bgP8P0Qf5t6p/dALAzPxznrFtriMzyMGRDGElsZCKbILJsPdBFo2ui74tHDpGNm/tgKLj1YB/SuBfTdCR9eapNEYn6ZnGhkGuHBAaGcKVS+JiQdo+T1Frc5vnk3ZrwO+5b1V/2iS9RbN9LNbWbZh1fQtGXgGDXANiBZg3izYX8pEc19rwKivp7djx9P9PcbEw/+1dZZD94eM1QGZmvzSNcWi9K+CFiRwnRBGSDzLKpMZhLbE46EiOCU76NklAPIiKThflmhCw1CCXctSfamsfFxvwLw4dBxr2FLTVspq7WHR7g81RGr8gzAd084Fe4jEuFp3N2+QrXTA+8a+Pnw/OvHjdZp8xjeE4Sc0pjwMjPvo2++2Ux66Zr2VButPp5r4pUH+F+TeNa7+xLB+5eE+6WNA84t+XCC59kN8A8BPDl8RiX7WsB5FnApHzdkvfbH9ra5YVKC4WmkGOA8i+jLYbne4ERJ5Nkh7wSibszd/WhyvXB9D8urnYEo1/vTxdA63uGlyQj7i5bqN2dMyqfu6cZd3saqwWbVfAiJ++DQ7nxzVj2X/OQd+2W/X6kS7jMj/jCRbjwvgRoPUldICPd9dtu+nhIJ4VHRDRNxHRXySiHyWi71yc9y1ExET0jc/Znk8zuiQ9D4VCJhILUC9DCJKkN93aSX7JcDLwTyUWhDOgKjVdAPK43QcOHwubCm2MbN5KdaFu7t4UCgGsmf+1i0V1T1VyC0yvm0sQuQFaRyNDWPmOj56/fGz61iBkeX0MqUl1qout+v2CVD+/vJ0tE72Hvk13X8ppxTIs9dP7ddsxyOrfXzPIq8/03/H/t/fucdsdZXnodT/v+305J5CjkLMkBAICkY+AQAkCQqBK3BYFCiVohP6sUEEsAloP0P5aFSyo1EpBg1u2nHbdv9TGgt1KUSuHcD4EagqIASxhIwcFCd/3zv5jnWZmzcw963nf513XenNf+eV71rNmZr1zP7PWzDXXuueemexTXCxG2SvvSZq+sqlA+vRo8sUnIW9sBBWRLQCvBPBYAJcDeLKIXJ7IdwoaH+d3bqoum0DsYkFBtAobhew4FwxoO93CsNxmGixbTfcuFjl13FuAGLgXIB/CTqTfTITCtuZLNrmxLbI9NylnfFWvkhHJJ3oIySazbZLOGp/IXZLlnsws+PW+jVll7rKd9cQTG/+cT0CmbDgxG2R0ECXHd18l+S9fdp8xrZ4xVx5nZTCqkvx3j1rlxCb8C5zkP+467mguFlcCuMU59wnn3O0AXg/gmkS+lwD4BQB/v8G67Dm6m45uq+kMiTx6zAXBDxqVNb/YqwkxRuCDrJB/kbGLxc5OY1upA+GY2HgoEK12nd5wHvl6z3of+lDJf1rhECDv9sNIIhUFebwAsUxgMpfcRyjkH2FyMASyK5ETJm0xJy6qrAzkfyLRCqmLbhsFsr+vBMmhT7J+T86KKa4xcV9SLMcglFQSeI/4s2GTo+m5aLap7nBre66HiHw7gPOdc/+ldCEReaaI3CQiN9122217X9M1wOmDnHaxEBk2ChEMUQ5WyNd7MVEsMGzH3KVP2iWQmWhl8pZso9lwYhLRSupaiTJLJJGR6k2/jXY9+YevaKWze1kJBsApz1tjXOVlmWzL3V/dZ0jmFzGxqVQi+9T4OzW0iY1H9hG3Azn575DlGPyYTW6SZuT4ZQDP0/I6517lnDvinDty1llnbb5yFYjDaVF0IJkoFivxtnHsVMmd+oVs84o+7R/fybmPxNtodwoyin66FBObSkXLj1/dl6qoN80CxA2orBSTtubLONk7FYazQ9Y2TveRVGrYVv6r+8VHsYgeR5+cVLmPMLRbBdHy86uRHijU8Raa2iqNb/U6odBYIfEXn/zXuljM9RtMcbHAHc/F4jMAzve+n9ee63AKmk1I3iYin0KzlfUNS1mo17tYMOyk50exSN6MvoLcZu3Jb56M8LmPpEZsQbyFex/jOdMv8Pggl4lWR67GUSzygxqNghws0svb1iRHttXspDerbeWJTWCb/zMgX2//PEVYxeaLkuyTEYVoMSiRivqWe0Mh8YnMZSlIpPL7JolVRbU52q2sRPafvjpeUlkZNEyFREaZq8k/h5igTNr8yRdBU6SwyZ743QAuFZGLReQwgCcBuKFLdM592Tl3pnPuIufcRQDeAeDxzrmbNlinPUPvYrFDoERW+CD3Wxb3yvexdre5/M3bOy4wqKyZ3eZWMoRCCyJ0OGTjIPsKMg0ZSap1mWNB1k/Xn8xwDGpI3pOhPbHKmruiRyJn9bXWiJZ3HG+mUcdGZkSZ/I9uWV/RqiAjFG/a4uNUVkhItNgVZFVdDY+l8regmNj0PhQVSqR/U1ZO2uZF2TZ/8jW2rXRVBtvq0NeUUELe2CjjnDsK4FkA3gLgZgBvdM59REReLCKP39Tf3S/EYd4obsidY2miJcOWxUMotHar6YJaR2Fb72KR2UYbHvlv69kt0ssqDjKQ/3mhkMhubhDlLQ3YuQgK+w5FiQxND9PpX9Ur5KK0AHFZRCtVj/D+6usqcdm4lKcWzQZlYhMlT31VT2FbjVoXlaJ/tutINQAAIABJREFU3lRV3L8Ha0uRQHNDiKaeUzev8cvsOya4WLC2lrbV9K7gnLsRwI3RuZ/J5H34Juuy14jDvFG4WBR2ZDu2g3QotAKJpIj0oLhYNPXs92NussJBHKpiBS+FjKyzkI1HQU60W6aeTcevu1jMC63dvNRK15gubzNxJW63OLlWZWVSIuPj7lQua6Vax2FbmYx0TeZHeiheloq4aEQ5kavSDWF2KOp4/GZNndgQmVZjG03XHoEkJtTywBnFIr0ds2BQWXsS2e6kl42DDJJID93fLrhY7LhwIZtzOyM1ISzjvfZmUUaSvqxDtilK5FCexH1EUetWq8gNQVHB4uN9xxT/6sgHmV5l1dot+haqrDXXX7tme4z0ZLv5TORZzKv6YuqQbYl+ujnbApsGtlVy1xryz426OnRuuuJ9ryX/FG2YRHj3EXpYGEFeF6M4yAxkpKCy5lwsinGQKRRkjyAXlEhfHW/Oo+iD3IGi3ZovxeRRh1fhYsFNIv280WENQWa4J5svxeTVaJVe4bIMSuRUBdkvxa4g1xJewPP57LIvhERWqawSHC2n3XL9wvAZqONgIcEFqC4WUd7KiU1YbO7foOLvz13FDIwgrwmuMG/lKBarlb9Ir0lv4iBL9uERCJdt8XF/bvgMF3H5iVGR2TuMDgoZyaSXJjbzbuqSgbLVtF/nFaSgFJGQfx/Kq/q43Wo2LuB4VQ8kyf9oNpPLmS43r23ZL80Z6T5D0qKREQrlf5CG06mebf4rbY0gD+UJ7kmlDkOzTaGPc6Oy3aLnR53YMCjILgwtGyO4J/epSlNBOJouA5Rh3jJRLJqoDQ7OI5E7FXGQKRbpBX87Qf7bU/F2zA2JXLYPcqhEhmykNLEZyi/DtnhhYY3yvxTbAncLIPu8Nek+ayGApiB7E2z/mBd1E9KBZ0kua/KyHMN8WRQYux3kJ6RNKsHEpocueIhnzhQSORtUBXlot5Ep9G4/HXK2hZ+O0MfCCPKaGPkgM5DInbSLxUqAYzvRdsxup+jHFCjIs5IR/zg/qDm4SNHKd/w8MWfrfVlHCnLF/UZxT0aH/alMuxZti9t3NihEK/BBrvOv9stRT9qiLyGp18nIEiY2Axnx7sYKosXTbonk6FO7h4ckAtsUlXXIFbPI0WwgzM9EIlUFufvutUdl9Wdru1rFvyLvXDCCvCY6YkW1SC+3HbPIsEivU5C7KBaFOMgcBLnsYpHz04VC/pNl9h1+fQvuI4hIfXMifUUa8q+REb+eUc6KdpsVEzr+SX66DETLR/J5C9W64HX2UogWkJlsd58SfU/nH8oRkH+NRPbJgni3OSqimIKissbZ4vbjRp1tiJ4frd1yrlD7it7FopyN+fYzgrwmelcFijBv7R2Wi2IhXhzkNq9rCXLudfZKyKJYjI4b+LvNxS4WpRjPqeN9xwS1rjaKBQ35V9Tx4EysshYmbcMlWWwr+1f739VwYf1rcJLnrcY31f9kf52tIOBh4ruPoKrdZkXtq3qE2UpvEf1y8zZfmfznJqGLuCcnTbbTk9N0OZJxoK1B+mx4zxJ6WBhBXhejnfQYyEguigWQjIO8Kr2CErIFiEDatsxEubhIb/YOo0OZjKziDrEvJXWL9BgGtdFxe8Y7NfbTzQ2ELJ1+ud1Gg5r3nrRqU4ZZn7dyu4VZh/5jpWf3yswElYz46lx31H7WtBvDxEZ7Vd/fij5h1okWR5+pkH9pJqBBjGd2gtwhW89okiZai6WuMLOdNRMboqbwYQR5TVAt0usegGys4GYzDYdhE4IhVnC+0+Fwsah7ilyUXiJaQdSEWZX/7JfmjG/6aivIWrVIj4VoqSprWOca2yje2DRfxsnRl0AnKdzDnU0URAtQyX/z3SNQC3exyCU13aROtDiet9yzMxyJ+O2hXNYnn3MhZveZ5PabNjfngtZunukyysVuXBm95d2BKcgHB1xh3trPzHbMKxEcPbaTUJBRVCKpFiCOjhv4LhYr+K/qpe5VPYttihtCrcoaXJLYNr9pVrETci6yCs2AoNkmYXJARsgVLZX8Sza5ikQyEK3myzg5yhpGftDJ/7yoI5Ge6D+UYn+rEU4xi7kaIllJ/inarYX2diP8R203Gne0pgaVqXwM2QjymqBSkNXtmJvd5tpvAIZFevwhtepcLBoFOU6rIJHMA3ZWSU3nb84O56lVVknfX4sg/6ptfmq4IKpmUOMgIyg+b13OahK5ANt6jpnQ6mrUOooJjtIvDP96pJNe+W9R7A/XJ//zokz+B9sa48KQmHWTttnbTnGZ8yejbDCCvCZ8Jdb/PlNtmo+2LqNUERyLNgrpd9Jj7/jVV/V+Vn8LaWQfzJHSPBem+Fevsx0z8cQmzFpHkGlsm6D8w1O0VgoZGURAkudNVVkj8l9Sx5mIFoC0bf6AHZHKRanj+eTBNj9xY7XaG0xwQ4jzsRKvHhPcR5pj7zmqNG3+36Du79sivQOGlaxwdOcoAHKihSaKhcNQz0ZBzg/YNH664ZA8Sg2iWPjqKZAk1EA0u6YmWul6CrCAnfQUohUoPXH0kbLi0OQjed5S9Ri5WHhpGduaKzGQyFiCi1JHzTqNRM5rmvK8RVUMo1gshPxrKuswC+vP07vGRHXO55LwrUalOj4vdJtSuWrbjRnD81ZP9vcbLKPpIuEvZKN5nZ3yQW63mm6yegRZkPfTpeg8oJP/9pSLkkqDGo0P8pRX9QFvqVvIRmNboq6Bn67XxKXIKjQKsmqbl9wP2516R060prjGeNk1EjnwYwKiNToOz3TREALyX7wqQV+pqKw9IY7aoXpiMydUBTl8HpVfYsjKYFuPnG3ep9Q/bxy2KVtN+/3iflVpIowg7wIiJJEe1I7f22raW1xY2nAicENgISPJx6g55xBOUkqz0uUoyH6yhFlz9fZO0yj/mmtM3FDs5L/ieeuxQqDWlYYCCpV1wj3py+NqjGc/31yYrCD3KXW2MfQlioLcZwkIM/mkrYOmjkcHqm1MNilV6dVx1NnGhbp6movFAYNAFuFisZL0zSdAdpFeOMbzEq3VqOf3v5ITLYX8h9EQIh/kGpWV2DY/ebVV5zvO81ajjmg1x/WL9Powb8TtFvPn2skmFYkcHXdnBrLix3hubkm93hztlnt2wi9B7sW0W1kU6LqO2ueNA0q7+QfRPVnzxoYC2f7c+xRQMmQjyLuAv9scs4tFvzAPKQJVQbRmVZDX2yhE4rIeAqWZouNHFdEKSuWUfxbbVBKZJisCFP100+X3GxrRKpSqIVostiUV5KitKgdsCiVyqoI8kYxQvNVQ7p24x1+EbX2DKHWIBRK/bDI7AYuUcrvFdayOYkHFkNMInzPO+hpB3gUa14U2VjDLoFZQ61LbMVcRLYbOcfylPeOR/2BhIfKdzhJV1pggV8R4nhcTbIs2/8s9S5T3ZOqNjR+VQyJyWOQiZCRSabdAiVTYCIf7iI/8xEZEElyanIxoCnIw8SGpczU00i8VufLl5kW53fxcoRhU7ku4kCP/+1yNNWAEeRfwfZBndUNQXSx8EhllrSFas3L/Vfq4RUeuGnXcywpUzcp5/HRTZCTNIouL9AIiTUK0FCVyJVve+XT+cRmS500b2GIywq6yqgpymFy7I9tQnte2wHfVE7U0lXWI58o74odVk5ht5cuByLaKV/XN5KbueVsSPO+K5nt/MpefyG5V+edtJiPIu0Cw2xzN6+zygij/W7N+KFNvn5vR+CDniVZSHWffSU8h/37NVrHtFfcbDflPpQa3bNQeNeH5iInWyDXGI5H0frqqu5b/JTpkJ/+KOh5lrp/YMCj/ikI/mth4dV76Ntph3nrbKKC6WLSf3X8T+xIOlMWcLpXQBdkI8m7gu1jQKMiJmzHYjrnWxWIpUSzint9LqFFZ5x3TyrblqlnS7Hh8x+snbeuQf+p2y0xJGxWIfVCrt833HVQJMpttBXW8a6YwDnLpqmVyui/QXCzi036V6ZVIhUR6n749i7JN6c+HqsbflwvJfuGBEeRdQESws0MW5i356rD5GE/QFqDWTXEf8Ytl8jdpJLZVquMAgmgjJf9qyo1CalRWv1RWBWNst3HqamSbP2Dn24dOZVXbzW87KZNIBjeECRPSOA99/GqNREaz7dpwYVxvNcrkv4tfXc5NhkoFufnitUehTJNOZL3ylrqJ9MMJltF0kaBZpBc8RPXbMdcuZJsXdarPyMVCUEX+aaKPJJV/P2tEIpfkPlJ4q9ElB0HjM6EHeSZtE4iWRyJrFS0OZQtI2tZ9SpjcdCUVRIulX1EmpM339PnsJSnuSb0OEv9bcb9RtJsyVvn/DtkXQiKVurTcP/oJ9L5kVvQ+E4ptfXY+HwsjyLtAEOaNxsVijJLKWrOtLzOJDHmWV+d09lE+CtUHyKh1Xj0DP910/vElGQZspG0LskqfJx7kwjJ1it7GoW7tHg/S3Xlk70m/HAfRQv4ew5g8libbfj4eUqL0JZ49tWodxVvEKiWysi/B3DZ1qCP/IzeE8GQiP5Nt5dQhakXd80mFGhFOJPWKe3YYQd4FBIKjrt0ohKFzBDJEq/l0UXqpA6EhkZUuFkgoWjWvG2nChSn1WEVTm5pNUGgWV6ZsGynIDUq7O9Lck4ptsfuI74ZAv0ivst06u8KFNkX2n73kvmHCpA0iXnuMUtOXp5jYVJARRPdYRbU5bNOTQ7efclmKyVqli4U/YQP0yTYFKtuNmecbQd4FgjBvLCprcre5gUSOt2NO3500G06gbFs4nIev9bPxdFkWICoTmyD2sb/bXCZ/c1qSx/sO5Z4c0TB/gK94qzErNKIVtIFHfDP543IUAzdQJJHRUF2vsrJMbApCQp9zomsMM0YkMpcYl6OYtLXITpy7z84whnutFsrEJibF/XF+7O7T54biYhFbTiggG0HeDXwXCxqVtaBoxTegjMr6aSRqneJiEfLneIbN7ss6ZZdAic7r5H9e1JP/QK3L5B9dnWVik3reMmdWS5B9prg0BWN03YDN05ekkmOG7B2yk5GuDgqJHE7UtQcFMa59/dDyY23IoIKmIGe+NHYuZNJW1Z+DMs4by2i6SND4RKrKSHPOwWG8SC9zRRolstLFIjpeBNHSyIh/HJP/CpWVpt1qiJb3Onvxm6AEyTKMgZn8fV4KtU6xbfS7+xObwlWFzLaKvDlyMsrJYNsENwTAn7AoRIvhntTexUdKf7VtTCRy4kSldnxjxtCsQjuRMYK8C/AsZFPISHAcEq1sxAAWBTmUiEupQXptKDQe28pEax3yP+/CUY1oRckVJJJyQqpObIYzWrt19yUN+deS/YmNUpZCQVaQm7SNEuNyFLYp7ZZ5dmrbbd4IAxJ9plNrz1MiS/6Hj1GfWbCQ+TnrEEYf4YQR5F2AhkQq/p6d2Ngs0vOyxmWDS5KQkYmvfP2c2QgdLERLsS0gxdFuczWL9KhJZNBWsYuFPmmjiRqTequxCttgcqxgFqJV8kHuBmhP3Cveb75aNBem/G1vgl163sLL89qW62o0okXFXrJj1ejMcJ7dNUZrt5ItS1HHtXZrJ6OEHhZGkHeDVaBYkkQMKLhYANECtdG8FFHauMy+Q1EiQxeLqJ7sr+o1hSogkWss0qOZtJXvyZCMpPMny8yFKa4x0b+LeZ3dfCkmB64xo7JROQYyMkFl9b+rtrFNbCpy1sbm7stQ3JP6JMCfqC3rniyTyGEe47zvDPWvQUU9SU0xgrwL0ER6UDdlaD6TYd5qIgbMevP69Ui4WAQDdkQO2VVWlWh59VzFOdP15txJT2s331bJ3m80b2zUiU2YHgyBNO2Tw4SJjfe9dE82KQQkcoLKOhCSpdhWma319wzdR0qXZWAuXUPo/fm4uvrEhgI1k5TgON9P9uksyLZb9+kTFC6w99aLAU3HnxyAm/Rmt7khb+1OejSRHpL18O2JVdaKnfRYYgWrPsjRLoE1vuNLIf/RpC3nF58rv++Q7JfkmWERF7LPW5CPui+JsyqThT5Jgs95oBDk4EscB3nXl58V/UJt124X5d9r7CqroiCP3LWCSRs5NNv6bGE7CeZ+lvYAXr8oaIIIsMEI8i5A42KhRnpoPpuuse4ho/RBLtgWp5cidKzGcuw8UMhIsNX0Kib/+uV5YnOXyf/otWh2ICS5JxVSGPiOe40lmfzDVdlIZLndQnVcI59k5L8qeWK7sbzVqEgNm/HgqKyhmLwA8q+p4zLkKj+ZzCiT/0KW2WEEeRegUVkDKGQkTs+odb6yuhiVNQqFVrWQjVgdD/zAJcxJHwpN+durqLcvLkbps5HYNslPN1K0CtWmIFraxCaaYGNJtimIY43XuplRkMgp7iPxpK1Urs3BEcVCT83Mcda57P5Aa7egX/TPl8tS3JOdIqzaGGZnghHkXYBHQdaUyLaTQ/jgrEbzUv+SJGqd6l9dGNBr/LpY1DpNZY0nMpl602wUMoloDSRyBSwrxnPSttyXdP4hSYLPeVBP/msnNtnL7zvqSWRYqqxEBvlmQz2JhEf+F0G0ehm1rLKOzoOk/kXU3pPx2IZyu1Gw/w7ldovXRjGBZDRdJjgH7ERydyNGD5UAWTJCA5VoDdgabaOdUceFRB1Xlci0YroqDNg09+QEouXHCm7SMrbRdPoTbEOonta8zuZWkNPfVDLScRwW29Ss4eLKZUUfSSVH/X5QjOW50qD3eSOVtXg1IrurJmDDZnPe9CaTl8E2bdLGUMcyjCDvAjSh0NQBO0O0JN+pU26modhW+wqKZiGbpiB7x2FsXWTJP48bwip9nMrqEcfq6CMsRCup/Ic34jLDTsXH7ZnY9MXalkgdzWzK7RyX4+knE6kjVlzXbkMRAttq3BECgaBchuKe7OuX6/O8bPEkh1R1HVB2sYgfN4uDfMDAE+ZtJMeFye1n7GIxKhuU8Yk0ywLE+jBvtdtoz4oJvqyr2kV6fhkat59xZVdx7+gf5uqdaev9h9Ju/rFPRhS1jk6JVFxjIN4AjsIDB0LbUsntZxvnwVP+/dRUuY7A7bJ+u0Gtn2cq+8JJZJA1W5YVCvkPJqDqkOEVY7K7oi5M1fVgBHmPwKPWlcnISIWrcEOgGdQ0X9YozFt2G+2ASJM8AhVkxD+kX4A4UYmsCYVG88YmQ+6H5IhE+vxpUUqkTroO0mYaRY5Cb5uCSFkN261UjMimGh9kGRYUqhMbBtsmKMihmYq7FtO9mO3PIxBKyCTsYJmgWaRXSUbGi/RQ7PgpoEV6KKmK7CRSUf5XkW0hYU7XmzOEXYr8+8lSNWBTusZoCnL8b8HnnyLSg6IsDmRfupnNUKzGT5dp4M5gUOuWZJs+mcmdWQzRmqgg14YepEBNfxbPy9nHbgUjF4vZapKHEeRdgEdlnbKqPlISaiIGsHT8aqxgv5RkOxAaolW1EcNwvCg/XXXSNurt+8Oc8s+j9ivPW0QyJy/SIyb/49xdncvZKWyb5IYgk58fattGzdqprPm+pE/HzGHe+lmZ3ueF5/NlSuX2F/XtlguxuMZl9xlljtHsXUNV4R4kI84y0d2wsw/cqhLZ3oiof8iCOMjEvqyhu8TWcD6Tv8lHuABRsa1hjr6ipbcJj++4QiIhVT6RNJM2xRFwFddfvA92JXLC8+aTYonSOKGRkdg2/3mruTpJX5JMTT876j1J0aYSfUapmb6jtt1mhepiUbKZnfy3qL2HCCVkI8i7AI/vmaL6tKdiF4tS57gUMhL2jT5Zjsv6ZfyBkNe2ICt8JTKfnbLdkosrIzISkMMK5ZJFZVXIv6wQtlvNoDZrd1L/vDXfy79FnI/mntSSBb1PZK3yPysmK8ijQ6U8QbvV+LJKLCwU6k3QbMMMs4b8R266DPddFSruTaHkx0aQd4NOZZ29g9zAIr3g8jRkpEy0anebCwcIFtuUdpOhrtXkn8U2dWLjTzZR1fHzEK2KiU3vXhCXjS9LQCJ9lMh/32ZenendR8rItap2T1KQf/U+zByXZtt0qOkX6nNTPGeqgpz+ojUbhW0KOtOd470DjSDvAsPuX9wuFl1qepFe+pKzu410UF/5el/W2G2OmWiFzSoRn87YtpRFeqNR2iPIFZvX8EzaUralR7JFEK0pfrrxxKZCHaceuDP3bG270TxvWnKcdSl+ulUqqwz+0oKZ+4kJUJ+7sCVqJ6SzwilxkON7y6JYHCzwqCJlorXK9I4iyIdC8/LR+LIqSuQK8aDGHuZNIVqj7x7JqGg3jsENSLebJHOUNq+hgeqDHKbmVKDxdbvLs5D/8hsbP3c1+Wd4VZ9LLubXyQjP85aHSEisVCWS4Vmc4Kc7arGlkP9caqeywo3ajaJtqlA3sWGEEeRdgHORXl6tW6QPskIiAzeEVVTnRams+cWVfdYatc47TTOxSbZbmFztN9hlYVFZkxObmCEPBKpqy2Jm2yLTettGM4G4YPdB0pekUjOmq64xDO2m2ZaYbvdHFbbNGsVCUZD7XNE9qBJkBlKmkf94vC7m9tMJbOtQ1Z9zwgjyLtARkNlvRs3FQvrRaUx8a3xZWVQfZcAO4lIDVU8dz6CmkBFZI1bwUojWyJd1QX7xk9stX+/ZJ9oAVNuiL75t9PF0K15je1/ixFLB9vIkz1syPT6sDPPGQCJ75EhkLjdT3XOoI/9+1v6Qqm2mI649oYeFEeTdgOK1IaASilD1iWak7ApypYtF4y7ik3pUuY/Q2DbBh7CkaNFMbFSiFfb2Uxfp8eykl/f5778EtuXrTdGfaEp+pdvBuBiBbZUKcjxOa+R/yEdsW+bLIohWL/CU6xkv9vKeuvRlqQh03eTNYfCvpm+3HhUTG1JTjCDvAjSL9FAe1II1T77/LfIdf7CQjWVQSyqRnoIVP2UVLhY0MZ6TSmQ4kg1vLArtRqFCooJoJQ+L6nh4ef57ssvpT+Lo3UcmKMi+a4xGtCjcECbcM1Mm0XQTm2RyS7Ccm0Qi4/LzQKLPUtZYACplJWJlWaEqc+z9my63ANvi+puCfLDQE5a5b0ZV0fJI8Sryv12Sgpx0H+k+JbibSx0Ij3JQP7GJF9fwL9IrE61V1Nv7O7LllH8aqBOb8EuNa0yTlYxoKa4xkME3tXZHNp5nb4yAhk1QWZlt6hDUcEQiF25bxg9+7mF5GspjlYvYY/O8la62HOOlNSW2kQHkIxE3eBbpld0QOqLVcEiPLAN1RItlwE4qWr49Ufi2XLiwmHjOBdW2NFaQfKrPoVnU8RTRCrJ6sYIz+ceXZ5m06SprQEjoSWT98zZFiaQg/5oSHJPinvyjeE/OLpA0lahPLjdxVI7INr3LG2dhqH8J6u8fZ6+bASyBIMdCAiOMIO8CPOF9NNXHG77iSA+5mWvgisEbCi1QWVc+Qc537uFiPl7bxrvNeaVqfJCZiVaULNkRPHd1ZtvCdq1dpDdckWTSpirI9UokBTQSOZKN/UP2iU0ZOdOl/yeX3iqYDFEssmNVImufRk4iu58125+nURrf6FBbTz4B2QjybsC5k17eDWElEpDDmDAHZTKDxb6j0jYgFMNXcaJfhlEdT4Z587PGZCR9SZ4QdvXtJvG/NRuFEJPIOA7ycCx1g8Ws3YmmIGdK5efabTmGwVyT6/zjqBHZ32po6nhJ+WcnkYMfXVW2/rtSZvZxO8CEyRuWYlvP/pOp4w2V+GAEeRfoF+nN7mKhDWrSZ/MjPZQ2ZeDxQa5X6yQmh/Qqq49EPTIdiJTajcU2lUSm07VYwUMRYjKSuWVVJZLhjdQEBbn2rUaTRGZbKjk+rhzAF2FbjvxDUVkpiFaHssraRLEg6f+mIlPV+Od3qHT7YbK94rkjqm0AI8i7AEXH2NZgOMwrWn5M1lL+5ookHU3lgO2cS6is+k56PCqrptZF6Tnfcd81hmWXwAmEUuv4h3zE92Sk1nWD2qpWiZz3pswcl7NWb4JCPbHJTEibxMJVGcaB+r8dtrDU3ZMM7VYh5qzTbhwoj8MOLowTLPkyPKifkAJ3wDjIInK1iHxcRG4RkRck0n9cRD4qIh8Ukf9XRC7cZH32GpQuFkmVdUhZBT7IWADR8qBE6Kh1Q8gt7Nt3TFB9ci4JxfLMJHJk0DQSOS8UEumfit1FKkzjcfvJk39B9Oxl8g+XYiCRZeRatbklK1TWWTnkZsg/BSrrF7v5aP0k1b2YJf+Z7KXEPsPc0Fws/C+gZMgbYwcisgXglQAeC+ByAE8WkcujbO8DcMQ5dx8Abwbwi5uqzyZA6WJR2LJ4JRK4IZSiIdD46QYokH+RIIRdSdEK3TIIlBEg2dmNtpruS+VVH552K5PIkYoVJJLvpKduox0RR++4JoQdjxKpkP91VFYW8j8huVplpWm3cur4uIL8z4p1262QuDCkfZDr88+K7FjlHxPV18Mmmd2VAG5xzn3COXc7gNcDuMbP4Jz7Y+fc19qv7wBw3gbrs+fo1Ef2jUL8N1SxkCCZBVGzk/4UCu4j8SrrUgi7cKEiy4BdJpGQoaalzpGm3Sb5IEeHNSrrYtrNP6wkWrOSSP84v0ugyDSiNeQjJpFdX+J/6Uqxv6pf0wc5Vl1H5bpX/BTqnk60Rgmln4Wg2QZMq0ztWg0OTHjuyLDJ0fRcAH/lfb+1PZfDdQD+IJUgIs8UkZtE5KbbbrttD6u4S3jq5bz10AbsQUEOyKHEZcdlqKD5e8acbEkqq7IgChg6kNIOiDSLKwPbaqJYdMd1JJLGv1pptyluCBzQbMs2XJloMditLhYqTNpqy5GiWMeFk/8a155kGoNtHWr8q/3z2uWYbMtg1JcQMmQKuUlEngrgCIBfSqU7517lnDvinDty1lln7W/lCuh9kOe+GVUXizYJCFTV4oBN+Xzlychop7lM/j5vn4NEiVT9q4OErDrug2ajEE1ljfziF7+TXpFokausqg9yOm+tykozIVVyCTBsFCJKWYq+coqCXFtq7vbqsF4d1HuSwrYOZSI83kkPy7Gtxr+aqLo+tjd47c8AON/7fl57LoCAy8QLAAAgAElEQVSIPArATwG4yjn3jQ3WZ8/RERCa19pA8kYbSGQco1WSxAxgcBtJoKBoNVEsvPNAVYxnngFbUSIryQiNbRrRKgiR9G4IPgpuP3GyzrP4SWRRQK4hyKwjIeIBO6pnRbvNisp7RmRcW5pnKQdNQM6eT4kmbGiJbw2J9PMXygAk92SPOhWcUEDeKAt6N4BLReRiETkM4EkAbvAziMgVAH4DwOOdc5/fYF02Ao7tU2OkBuyhnr46t0pn7/PyQVG0gvOFRXrBa29mEjldiaTxr1bIf07GWpzKmpyRZvJKXDZzeRrblOTRZFtXtJhtC7LGx/RkRGm3zBe13SgmbS0qSOT49mRvtw5a+4Xp2lsNKtsqXJsEuGNFsXDOHQXwLABvAXAzgDc65z4iIi8Wkce32X4JwMkA3iQi7xeRGzKXowSlKlJYWLOSUBkWIPs6m8qmDpovq3dc2kkv2Gp6VjcEJTyffzwa1DKXZGm33KjVIrfbHARZ5T/MNifR0uJX+xMwBMdVm6CwtGEC6+7I1uejVsfzkxn6zTQmTGwW7RdfzBWRSKDYl3A8ZxMmNvH5UrsxmKZBEYgYsEkXCzjnbgRwY3TuZ7zjR23y728aNGHefBSUSBHBakvCrBMXB8yK5OvstKRV7EBoTCt3EOHcJbRtWSHsUhMbfzZTZ1u2/L6jrCCPbslWGVlVvvLlsS2RuuYjRSEmKH8616q1Kuu80Fsgf6iT/1mjWFQurkz56VKOYylMXqSXF0n6dBrkbIjAJyAzOpouBzSL9AIoA3YlieSyqUMFGfGPczvpBb/BnAO2QrT8esaDWs0iPZpNUBR1PD5mV1kV5SMfvzqdnwpT6jeys6LsrOZPIP8TFiAORQjuyQyRLS7Soyf/HXIkspCdXfnvMc02jfxTiHau3r+aqSV8EPyKywWlD3Jho5AmOfJRzS3SY3jAYhTcR4AUGUlfhsbFQlGQczysVvmnUSIV20Iykr8nc5fff0xRkGOitaSNQhKppVFt4T7IubrVqqzzQrOtkFBSIhds2yImpMoivTHK/eqQi8nuuokpoYBsBHk3WIyLhXfsk+VVOntbhukBa6EsZIvDt1Ut0mNQfQCdOMVEK9M+oY/5nLaV/avj3eY6saHkOx5cnoVoKc/biCvXiKws92QqOTruXmtrAjKFi8UkBTk6rGgTis00aibO/nmU7zeKcaCvX/n3FUiQYxkEuUNpcubDf97IJ21TJqRNZ0IHIma3PPQ76TER5BQZ8Xw8V/FNuyQfZNV9ZEBpJz0elJXIUVv1OaWu3WblIorSUVTH9ctTL66MmtUnkfyh0KaQyLoJaZNVgs9ZUEn+HaJfQakyF4nMJJfysruP9LXP9Xnh93CiQk7+NZR+d8ox2sMUFwtSU9gZBDUoXhvGUJVI370AWRJJZVOHCZtplGbYNKHQNCUyIzCX1DrfnnljWZfJf2nA5o/0oLVb/q0GPRmZoPoI4C1ALJfl6E8mKsiuUh2nGN3rbQvNZKi7gr7zy/hXZ9+myXLaLSuGeBiFQM7Xn120SyFeZMkApl9xcaCKEdlBWTS0FUQMqFQiWZC0LZe3/yeR5CvqzAvZJHOMqt3maIiWFsXCuw0FqFL+aWzTyH98nvG5CjCRRPqH7BMb9VnPPW+KOs5AMrWJTYaHae22hCgWAVz/zzLcR3pSOK0u6qSNwbbcTdcivKXEXCwOGvqd9Kh+xrISOV40pJNIHkyzTXI76cWqHgMS1ViHjNCo44rKmouD3NSZnGhNUpCHfr+LeaNfnYX8J5Izx9qITTHhrqxDbIpKIln6kAL8Oo4dENhtU+rgJ8cqK72bXYsKN4TgPBTyz/C8Vd47tW51c2Ahdw8nKPzqYqhkJCKRC1eQ13Gx4In04KOeRLYNl74Kiz1T1PHKSVuu/L5jXX/PQruFRUjIfzGXVE+2+/zgtm10y1Y6SVI8c10dckpvgWjRk/9u0p8LYZcrBvC3W49pQhVFu2jof9+a/pxyIz0jyLsBR6cfQfXTjQjlkhRkxU/XR2lTBpooFj6S9fDORZtp1HSoNGREa7eYQ1bspLfI8HxR0fzVicl/tt2kaBvFAkTlnikSLcb+MMCESVucUGo3hv5RvSd9ddz1vqwrxTiqMa5SQXauLooFlQ9yTZ+3EkqGTPQrLg+cLhZjhAP28KUU6YGiYxwhRUamK5E8bggetG20vfOlxSc0i/QmbKM95XV2n29WH+T6EHZBMZR9WbtL0biPFNIlugWbubau1vH4jqeSvXT/VX1F2VH5uVD5Zqk2skqu/P6i7m/HInptu82LNSc2AL/y39chXRcX+V8T8mNyZkcOTgW5TCL9m7W0SI+S9BfcR1wqmX0nvQAK0RqprPrEhoaMaH66QUI6/6g8i8paQ7oqIz0EZebC2gpyuSyFgrwplbUf4HkXsomXbZSTnWipUSza1D65Jf9Ku3FgvXum9nmbFco96UeBGyY3XCyZkAUtB0sJ8+a/sY43aFiWD3JZZY3ffOcXOJCQSB9J/2o/uU4dpyH/AYlU1HGRSPVZeBSLEolcyqKhDHK/erXKyuxike0v6tTxeVGpskYTFbXdGIiL4l8dVD9S/vnbrUWli0V4nt22tg41/YKvdBFh2b31zOg6GS5/n/J2zFMW1vAhRSIlmVIkkcFvwGJ/PdEqqaw0G4UoGKnGLbTYpUMREuOSExtJJyuD2lCGhfynkosssuL606u0Z9iNOl4qx3AvTrHNP194i9inz42+fspOepKI0LGY8U0XPEa5l0L+q/q85tMU5AOE3geZnCCv4tjH3XFhUKOyqUNhQVTjYjGkryBV/tU0HYm22AvxMbmC7ENzsRAAGNwQ+H0ifYzrkROJK/nxIt0QSvdkmI/ZtiZ9eFPvhvP0ZKTONiAV5q2u3HyYRv6d8xbpFd7YcNjWojTxTJ4uCwkUtnUcImNbSIXbZ4+LHxtB3g06EklxM3ZQFORqEslkUwdtwwn/fJOYSSMkkUkFOU3kS0QraF+aSU6CROYkZEHdRiEs7aYqyBKsqqffJXBtJbLy8sS25clIRdm5McUNwT/v/ZsuR2C36l/tpXsbhXSpVeVmx7TnrtG2yG2rvHcE0NzMZwPLCLpoUHQiPRJ1kXQ3WOoceciVjxQZyaXkzwZRLFjaTvFBDjmk1O2kx9BJAro6Lr7qk84/Lk9im+YaE+ekt21dglxWtIbyvAR5lFq5GJPjOauzbXjjFofpyJUjsE2LgxwryO3nSlC2jaYPyaOrYdJ0+rcaHer7PHOxOEBYjItFsZPYYF32GonKdosO48dKBHXxdFkeAUUdD94CNIn6JRkGNwDpDjJUjWtjl3bgabcpE5t0/h7tTcyz/XkiuTAVpVfHK//2FCEBICMjU1/VCyBbWxWX5W+3VCmqtknBD+WQQDks5EImbRPWJpDxY5ZRZpngCF0UQdkoxL8BV4XX2ZQdixbFwj9fSJQRa2FAivynv1S/8mWxrSKKRX8cJ+YuSXN/phTk+JVvkFhxRRbbEvCrtrRYwWoUi6KUWkgiaK8JE5spk20K26bAG+AWsQCxe4gkPUnJ1VBtN4b+UatD3FYwBflAofdBZrgZOyRV1kzWTP6mDOOtoah1Hko76XFuFJKyLTOoSTp/qfys0FTWKGuN8k9tW3yqcx9pHrjspXoVnWWXQCV1NJQx9YMpTHGx8Mm/VKrjxCrr2IfVn6EW7rde2WMgLjkXCwlzVO42R9GF9ApyTqhKFxOlL+HoHyX6zOQSmA/yQUT3YFKRSVWt844hC1ukV1brXDAjTeePy/C0XZlojZed6O3DbFsQjzsW9OnJiIeE8pNXfcqKVr+7GbOfbpTe74W1iEnbNBIZlKpQIiliBeeSveOwL5HihJRiHFjzeViEOu52ms+KGN3jEHal/AS2dXWY0J9zTMQGsIygi0QfB5npZ1RJpHceHJPoelSoddWJ3RVJfgEtfjXg7chWHtSG8iy2Ke0mEoZmWnq7ZV17lqCOT1BZEYXUKvshzI+1/avL9yQFGVHJf3paLcByQqFluFOs/A8TzVFqAAoBoSPIq4yLRa/gR+dRjojDwUnqFGQ/Cxk/pvgVF4v+ASPqQ6qIln9+SS4WU17VIz9wLSaKxUitq3x1mCk/H1Lt5svjsfKv33s092eFS1Ovsmby9/kcgYuFqiBnzleUnR1TdtJb463GrMgxqSh5dB4o/i4cfUi5DlvtA7fT2u4qhQSOPiToHUYobhRSAn+zhYp4f/tyMWSGO2Sx6F0sqH7G8uvs8DwW72KRs630ypfTNsU1Bj6BAv+A7UOxbdRRLsg0zXd8lJV+YrOuyqoWJcA0dTzwZS2Vo3gWJyr/3lNX9VaDwsY0+l2KRyoris8bxbitRrEolGV3H+lQ8eamv7+4+DHDHbJcLGar6TVUH84OUXlVH+fMkH+q9uowQfmvdUOgsVNzsfCC+y9vJ70x1lVZh1B3/ApyKhdzmwDQn5niGL1sMlJc7LUUF4tMy3QiyY5zCT/dAkGuiCW/cfQ+yGu8uaEnyPUuFsoLkNlAcIcsF5xRLFJxkAtKqkKQOR60FhPChdWSSBpU+LIGLhY1nQ5N201QWSFVO+lRqD8VGC0crRoseBXkPldUx1p1fFZoLhax7bnVzVq5OaD+9pI40kkkxeIpxbY+Fr5Dwl2LXUGuW6Q3daMQCnFkwiI9MNxnCRD8issFRccYQ1Xrwg4kv6BoKbal61kKqUU1oemgbfASuVss6rWodk9i6Bi1QW0oT2JbAqtR2/gLEPPlBt9JYgW5dJ64TRqsodJ15wtFOe7FSuU/JXxQ1H99dPPpZMhxdhKp+SB3bpzJquoTm3lRrkMQMKBTkHc2WJ01wHCHLBYcN2GECavqt0qdfqd3UdmYUiK9Y+9LaYEGhXIQY4JrzOJ8kBXXGOe9GtViBQ/lee0P78lYaWW3rc4NIXm6VG8GYWgX5J++3Sr/tGAcLqy0bT2VUJJRFwcFuelHanflpCDIig/ysO4kkU7UNEn0ddYnb8Ozw9BRDCC4Q5YLigcshubLGrshZNC7jzA9hRNDai3Kvzp5L41kVgBLDIU2rkfQ4cehB+lDoZURk//+fJyYKz+nbRULavLn82UpNkGpfO4FmLRLIEUc5DUX6WkuTRx9ZbkOgw9ye8J7G1WqPtf4na5oF5ljezW+xzjapgJVLhbNB5mHhRHk3YBykNZ8kEc+kZnLUNqWIlp+unc+k7/JtkDbMD3MG80AkIz0kP6+OPKfwG6jWFDvpFdUkPPldtp3p9QxntdYq0EDZZXTaD1Dm2+rmZFusmZ7iLRtQZg3Vx9WkaJ/VHyQjx5rJ5bRYFA7BsyLOgUZGO5Pt8PFkAnukOWCcwZXfp3toyjUSffBZGOKaKUZcskNgbLdJqjjtS4WPG2n35OBrfQksozxc9WcaMh/vt6L2Ekvc9wU1RVkats6jhmfV8py9Cf17eac6ycsWwVXtKZck7aIdkst0iuo4xR9iEKQO3O2Rgu2wU+QlfqFanh3bpMVmg6CO2S54CEgHlSV1SORJRcLxltjip8u8jsNLaXdxirrQLTofSJ9JOsxnPNjcyzPvzqBmPz7nwXTKDYKUeDfU8GxUm5YhDkn0dKiWDTYEkkYpJNICmRFgeHY7Ti4lpiVYuEDLO4jZXTkMa7jIhbpKT7IxyIf5KlCwryoq1/YTFz3GcEdslxQPGAxFF/WcCFb4TL9suc9qdXeQImGEBxn8jenmYxqoZH/CT6RfFAmbW5ok8Y2/bmibMMWMWGSiTs3Uvsg+8mr6Hyh7E5PyPjdR4ZNCxa0UUit77g0ZvUuFpr7CIFpPXKL9HoXi6abrN3+nGNiU45icax1OdhKrahnuO+qUEF6exeLDVdlIggZ3nKwFIKce4NWcrGgXKSnulgMaFSgdNpS1HHfd9w59PZUu1iwdKDJiU2ubaSq36dswxaj+gfkn9wNYcKr+tFxBUFmflUfvMWIixU5JMNzVj+xcTuei4XSlyzBNn+jkAaxmpDGlmztsl57AMXFoifIyls4SnQ2Vbx9GLKagmzYJDQyEhySP2AxpirIuVeHjGargeKHjqN6Jz2axzs1sfGxRqQHFvKfQDyxkf48qggyc6SHIDlwsSjfkxy2KS4WbfW7RV+BfQy7rpUw4XnwXSwaH2T2KBZlxFtND2HeyvWnsK2WICfULIbqF9FXsIIg9648G6zPGiB/6rmxFAU5VHqGb0UXi25xBhObTPpXew+WRLYtygdZd7EY2iROzFySpQdVbHOxbRVkhMa2BEYCsv8ssbtY6A4Fw5FErjGFshQ+yJXqeBxzVgDI9vZmqrRnmKYgD24IWPxW03EUiw6a2w+Hgtz5IKeTd3wfZOfoFNYqZOrcO5f4Pv9k5hEyvOWAq/NokXpVv0onp1/btGUYt9FOKZEBifRUVskvZFvKxCZQIv3zqGsXmvuzMLEBEPggLy9CxxjxWw3p3ZVQZdtSFGQRCetaKMqhIGu2STKbQAB2gqyEAfCfF+eAHXcMQNkVLbw8r2tMrp/UJqQc40DZB3kgyOH52r5kXpTrF+6k1wldXAyZ4Q5ZLLjIY4fU6+ycklq6CqFtKRcLLyl44EqXobRNU5CjkDiU914O9XXVNpwI83EiJiPe+igUbevFJGbbvGMZSMZKyv3hDsPqm8ooFo1aF56XrbzaOPjzzqlI1k1sBGMFueRi0bXvsZ1je1HJ3SEb47n53Bl8LJrzfmKyHMFzpkWxaB+bRS7Sm+JiUe+uvK8wgrwLUC5kq3id3aHY+H2Hym6b52LhoSpCBxOSrjGhMtKrrLU+yBQKCdITm1BAhk8fa3bSo7EtgbhqvvtIza1HvUgv8Msd3tIsQh2vJJEpf08UCPLRnaMAgO0Vgcqc+X3jMWAg9VJ0sThh+wQAwDeOfWPv6jgZZaK15UWxGA0E9C4Wmg+y104xGMexAN1bDX1yzBpOkHeUWQCoyGOHqRtOZLBEF4uA/DNVuwYbCPPG03apdgsbrvta8h0Pr8hi2xhBzZznYiEokpFFuCGMsnsiQU0UiznbrfJ5SL3OlkOHsvkpCHJn26Hj08ne774TLNJD8Xc5fqu53qwEudLFoiNX/o6j/Iv0OgU5R5Cbz+SkjaH+JSj1C6hwvdi8rzCCvAtQqlhamLdAQS50HowERHGx8I0r2bYU+O3mnOvbZHF+uoV2AyK/wWqZdbeV2hzigVf8z1KkhyUsZJPweFXpX81B/jUXi+75CneXEym7WBx1BAS5Q6v4xpCoL3He4q8SUTxu+zgAwDeOzqkgt8jFQY7fIvrxq0s+yBT0R4mDHG0UEoK4E/ShqMIiw1tDU5APEChmoDFSE83Mg1QTxYIKhYVszTaj3vl9qtKeQdngJZ7YLGuRXnkBYpupOY/yK9+hPG8Lj371StcYDhJZvmf8iAGNi0VTV23rWwofZAX9WwwRbB9aBUSrSJAZFOSOwGYU5A4i0vggw1OQF+NikUYf5q3/xy9aIMgMfYjig7zjh3kTQW2MZw7Uy8LKGtPZQHCHLBc0BMSHoiA7X2WteP3EZeMUFwumeldA8x33TtS6WPA0Xbnd/BB29VekMW6EcZgwCb5pYFaQj9tuiOLtR3daBbn5fsxfjVgAM/n3s20f9nY/hAAFF4tv7nwTwNwE+e+bz4yC3EHQ+iDvdDsbliekx201CvLtO7fvSTU3AX+jkEYniWO9pUEhcGk+yM4jyP5CbZDUv4Q1WK8pyAcIFDPQGKk6Zd5nlx4vSgKSfFWfridh7ctQ4ldjx3cfQdVgz/EKEaqLBTxuVRvCjvLZazEKExZMbPa9OtOg/PbHbTe/+9GdptFWLbnaUYpSbDVd+bcbBXkLxx06EQDwDbdTpSAfWuVJ9MbREWRFQQbCnfS2UX7ejt/Wr7d/KLtY7ETkqlpImBMKQe4U5KTgw26bAp8MS/AagAe8o8wCQEkiE3XKqamlNbyUBESN0BGRyCWhIg6y+OeXtEgv2bkPh6O3Giz13hO43g0BKLcJxVbTigraEWSguWU72445twAXi/LvuuOpdVuHVjjz1LsAAD77zW8WVVYKBfmbHUE+Uc3qHPpFepqCPCvp76AtHG2Td3aQIFjsfYnig9y7WCQSF9NPKj7IEHOxOIigISA+NCXSP1+of9fZcwxsLbbGnXVnQmzKQYpikXQ9q9ltjnhwyLkhHATbRgpy+6n56Q755yTI5dBXh7dDst+vAWhOZMstwb+6e0mzal0sHnjZYwAAV5xwYrGvpFCQv/m15rNC8W18kFviBajPm0DwzPs8c5cV3AMocZD7bN55xiE6gOKD3J3ejtqoti+ZFROCG9tGIQcQS1FZVx5brI2D3BHkY44gQHyHxADUkYlDq1VEIsk7jxiFOMgrkXZAa7+jbnJGOYFrEbtYLCuebhnje8/7XhHFghmdDzIANGsOWx9kOGydcUa2HEWEDuWe6RRkaV0sLjr7HnjD970U9zq+TDr7RXoyo4J896sb/+Mrn6FmbaJYeAqy8rx98NoP4tlXPHtPqrkJdH3HsFGId69VTLbnRVlBftYjLsVTH3QB/vEDLxjnI+7fAXj1q+jX+qxcfSBBXJrlgpKETVCQawgyu4Lc9X9xnEj2bnGEgoK8ihTkxS1ATMAn7/FGITWvRZnJ/yiObjeAo+yGMBTYQKX2CIGCjGGr6TN/8gVYHT6cLUehIGsuFr2/J3DouPpNJCiiWJx2LvDTf51N9nmH74O8Be5nqQY+t3JwqF2kRwHFB/m0Ew7hX33vt/kFNl+nvcYkBXnTlZmGxfEIJvSqF9NDmFoQlQn1UONiQaUgb40H4G6Ssr2S4OFK7jzEjKKLRWMb1X22S4wU5PZwJUDNTnrMCMh/8y60OW4Ss+WGDQ547Q8mouJtNX1mXj0GvIn2nKYpz88xL6TW+ZefjisefQHu/hdvVC9LQZArIdL46vpxkJeDikV6E8K8UaB/LqbVk9yqFnW19F9isBFk/ieaGJQDmeLL6t9/JY3kkBAszoiRGIB6H62tUGYlbJkyChObLZGg5zgIs9rcwKztyDaU5/0V4toPA/hCJjn/6DVDVIQCxCPIx47VTaRnjayiulg0nysRrFaCB3/fJbj5RV9RL3vWiWc1nyectesq7gect5Me71PkQXlmujnbTopcsT9vig9ykDX6Tt+XTHCxYPVBNoK8C3TqKsVK3w6FaAiB/yDqXCyokHKxaJ/BrdWq2r+aEoVQaKtoYrMY2y58KPClT6fTRm6603zrKCenLcbVr1OQafBtT6jKJiKQVR1B7reantX+8t9eV1W97tuuw93udDc84oJHrF2z/YRzg4vFYvqSAsQjYs2GUUsSSso+yEXQ9yUTZOHOFCKPTsAI8q7wzWNNeJ/DiVf/s6FAtI7bjhayVbhYUCE5EWkX6W1FPsj0nYeOzoaVCNxOvUvPI85/BD72xY9tvH4qnv77wE6aOAUmeNtoAygurBE0CxapFeQ4QofvcnH0aLYcxUK2Clxy9sl47L2/pQnz1lKsbuOJHHryOauCrPggdwryxCoeWh3Cd134XWtWav9x5rknL9PFQoli0bVfQDnp7ete767xXLDbptTPJbiII/OxJmRBy0G3uxCVglyIg+wvsAEWqCAnQlB1CvL2lsBfT0jedVQhDGFX72Lxike8oo/NOitEgK30fRTw4+DYFdtuJSsuv/gKDJ0/INv6c8X+6vS//fhVAIAP/vGt/UYhqoIMBh/k8pNzLEEaz37+8/H1D31wo9XaD/jE4yFPuBTP+vN/jl/+1V/EYfJ7rUG5jtvtIHDycd2z5S37ZX8b9QOvBd75G8A5955edhFtB1VBFgDHnbiNC+51Oo4/iYlLGUHeFW4/1hBkCgV56zjg2DeSg8DRVt057tBWuClD4XKUBDnRIXSqwfZqBRw7WH66vYtF62PRh32rKMs1aRsjUK4c+rZ13nEK0jrSs5PIEE1dz/mXP42t007L5mJTTzT4PsiagtyZNu/ujpqCPCbIZ/zQD260RvsNQbMJyst+5Rfww2+9Ye7qTET6+bjTiYfxM999Ob7r8nNw8+99sj9fQ5Bf97jX4ewTz97DOk7E6d8KPPYX1itL3wfW+yCffpeT8D3Pvt9mq7MGCFnQctCpdBRk5IQ7A3+bDvPzjaMtQd5eAW54xbs4F4sEupXncRSLhQdCaND5V4uEPsj0HaOO4mYaiosFMDfRmoY+0sr55xfzLSGKhQ9ZCQ63G1OsFL+ETkGedWKj/O27nNbYcv8L77wftTHUouKe+aGHXgwAuDlOUO7L+5x1nzUrNQ8WNYl++AuB//1h4PwHzl2TtbEMFkQKKgW5I8jf+OooKSDIHi747ddmL7cUgtyp49tbsfvIMkhGDTrVtKORB8EynwS66HtpQOwUyyUpyH0c5Eo/3aVABPiHR56Ocy64E6699tpi3sHnldcH+R7fcir+248/DN965sn7VCHDnsO54DlaUj+hwbdkEWadd3/gefm1MEsg+8uRYQjRKciHVwQE+R/9R+Ae3w2cddko6fYMQT7pyiuzl5t1V6gJOHrMV5APlotFZ85KlkeeNMSL9Dqc/aIX9pERUugJ8oKmCawhjPYCxx8+Ec944vNwuLBJCOD5IJPjkrNPCXYePSg4ELdehRF+jkWQSAN1Ox0EHjEbOgWZwsXiW74NeNLrkqHQTjzcLG678IyTqjvKpcy8BwU5rO893vXOOaqzpzi2M/hE+u12l3/9r2aq0d5hFJu7PXHiAx5QVX4J6kOMg0aQz77wVADABZeXNwkBgNMON77XJ2yfsNE6GdKYEG6XENMqvTRXpVocrN5jGdgoQRaRq0Xk4yJyi4i8IJF+nIi8oU1/p4hctMn67DXOOKEZGM456ZyZa1LGg+92Bn71yVfg+VdfduCeskvPOQWHtgTPedTdAxK5ffLyX5MOi4aa793gdvJVV81Uo71DPHjVDmadgrwUstnsgDitzkuZnJ51wYiL9Q8AAA/ASURBVCl4xssfhkvury9y+ukH/TRecOULcOScI/tQM0MNvvUPbsR5//6Vc1dj77GMrsGwAGyMIIvIFoBXAngsgMsBPFlELo+yXQfgb5xzlwD4dwDWXM45D552+dPwsqtehqsvunruqhQhIvie+951tFFIDc49+dwN1GgirvtD4Am/lUw69fhD+It//ThcdfdwFytt0dAS0IXlu/isk7rwDgCWQw5L6BVkoHNCBqDb9sIrX4hTDp2C49vFYUvAw+51DQDgyJE6crgk5evw8XWuWKccPgVPuedTFkP+7wg47uKLccojFrC5yeFW7DjxdDXriaccxoMuewwA4PSt6ePdUlAzBLz8O1+O33nc72y+MmtiCcPYJh1NrwRwi3PuEwAgIq8HcA2Aj3p5rgHwc+3xmwH8moiIWwgD2F5t49EXPXruakyCg8PZp52Hz3/5VjXvm7/nzfOGwOlw/pXN/wq2Dw2kuGYgfsi5D9lVtTaNs085Hq+59giOXHg6/vT6mw8kuZB2G+0zTv4W3PqFW3DCCeVX8Ndccg2uueSafard+vjFJ9wH9zv/Tvj6h7+Ey89/AN771r/EXe9612KZhXR7BsP+4pJHAo97KXDfJ6tZv+P/uBv+zbkvxkuu+7OFxHiux13uNoSIvNOTnoQt5S3pIy945KartCs85UEX4uN//VX86HdeMndVstgkQT4XwF95328FEMf76PM4546KyJcBnAHgC34mEXkmgGcCwAUXXLCp+t4h8PB/fA/87M5/xFXXlUNOAcBlp48X/DHjMc+4N1557HV47yf+SCWTH7r2QxyE5NrfBz773mzyI+/ZuO88/CmX4ec/9+/w+//jt3H22QSTll1ieyU49fhtvOCx98RlZ5yKp37n8/GcB/9T3POe95y7anW4/HsHZSuBHzjSPF/HzjwJAHDvh+tvYn7kfj+Cn/jvP8Hx1uYg46HPnbsG+47zTm8mnte14dAWBRHgymdUZd0+vIV7PfRcfOUVL8eX3vTmDVdsf3G3K87Ga1//KjzvJ5+Dx/z8z81dnV3j5OO28ctP5It97EM2RRJE5AkArnbO/XD7/Z8AeKBz7lleng+3eW5tv/+vNs8XUtcEgCNHjribbrppI3U2GAwGg8FgMNxxICLvcc6NfOA26aj5GQC+THleey6ZR0S2AZwG4P/bYJ0MBoPBYDAYDIYiNkmQ3w3gUhG5WEQOA3gSgHhvyxsAdBHmnwDgj5bif2wwGAwGg8FgOJjYmA9y61P8LABvAbAF4Dedcx8RkRcDuMk5dwOA1wD4P0XkFgBfREOiDQaDwWAwGAyG2bDR7dKcczcCuDE69zPe8d8D+P5N1sFgMBgMBoPBYJiC5QeLNRgMBoPBYDAY9hBGkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg9GkA0Gg8FgMBgMBg/inJu7DpMgIrcB+Mu567GPOBPAF+auxB0c1gbzwn7/eWG///ywNpgX9vvPi03//hc6586KTy6OIN/RICI3OeeOzF2POzKsDeaF/f7zwn7/+WFtMC/s958Xc/3+5mJhMBgMBoPBYDB4MIJsMBgMBoPBYDB4MILMj1fNXQGDtcHMsN9/XtjvPz+sDeaF/f7zYpbf33yQDQaDwWAwGAwGD6YgGwwGg8FgMBgMHowgGwwGg8FgMBgMHowgzwgR+U0R+byIfDiTfpqI/GcR+YCIfEREftBL+8X23M0i8isiIvtX84OBit//ziLyeyLyQRF5l4jc20u7WkQ+LiK3iMgL9q/WBwfr/v4icr6I/LGIfLR9Bn5sf2t+MLCb+79N3xKR94nI7+9PjQ8edtkH3UlE3iwiH2vHge/Yv5ofDOzy939u2/98WER+V0SO37+aHwzU9OXS4FfasfaDIvLtXtq1IvIX7f/X7nX9jCDPi+sBXF1I/1EAH3XO3RfAwwG8TEQOi8iDATwEwH0A3BvAAwBctdmqHkhcj/Lv/yIA73fO3QfA0wC8AmiIAYBXAngsgMsBPFlELt9sVQ8krscavz+AowCe55y7HMCDAPyo/f5r4Xqs9/t3+DEAN2+mancYXI/12+AVAP6rc+4eAO4La4t1cD3WGwPOBfDPARxxzt0bwBaAJ222qgcSNX35YwFc2v7/TAC/DgAicjqAnwXwQABXAvhZEbnzXlbOCPKMcM69HcAXS1kAnNKqwye3eY+2548HcBjAcQAOAfjfm63twUPF7385gD9q834MwEUicg6ah/EW59wnnHO3A3g9gGs2Xd+DhnV/f+fc55xz723PfxUNMTh30/U9aNjF/Q8ROQ/APwTw6k3X8yBj3TYQkdMAPAzAa9q0251zX9p0fQ8advMMANgGcIKIbAM4EcBnN1nXg4jKvvwaAL/tGrwDwJ1E5C4AHgPgD51zX3TO/Q2AP0R5sjMZRpC58WsA7onmwfsQgB9zzu045/4cwB8D+Fz7/1ucc6Ye7D0+AOD7AEBErgRwIYDz0DzAf+XluxVG0DaB3O/fQ0QuAnAFgHfuc93uCCj9/i8H8HwAO/NU7Q6DXBtcDOA2AL/Vurm8WkROmq+aBxbJ39859xkALwXwaTRj8Jedc2+drZYHAIW+PDfebnwcNoLMjccAeD+AuwK4H4BfE5FTReQSNMS5I2uPEJF/MF81Dyz+LZrZ6vsBPBvA+wAcm7dKdygUf38RORnA/w3gOc65r8xTxQON5O8vIt8N4PPOuffMWrs7BnLPwDaAbwfw6865KwD8HQBbC7H3yD0Dd0ajbF6MZnw+SUSeOl81lw3Wvnx77goYivhBAP/WNcGqbxGRTwK4Bxp/43c45/4WAETkDwB8B4A/ma2mBxDtg/qDQLNQAMAnAXwCwAkAzveyngfgM/tewQOOwu8PETmEpkN9nXPuP81WyQOMwu//RACPF5HHoXH1OlVEfsc5ZwRhj1FogxMB3Oqc69S2N8MI8p6j8Ps/BsAnnXO3tWn/CcCDAfzOTFVdLCr68s8gPd5+Bs3aLP/82/aybqYgc+PTAB4JAK3f02VoHs5PA7hKRLbbm+sq2AKNPUe7Svxw+/WHAby97TDfDeBSEbm4TX8SgBvmqudBRe73bweq1wC42Tn3y/PV8GAj9/s7517onDvPOXcRmnv/j4wcbwaFNvhrAH8lIpe1aY8E8NFZKnmAURgDPg3gQSJyYtsfPRI2Bk9GZV9+A4CntdEsHoTGneVzAN4C4NFtpJE7A3h0e27PYAryjBCR30UzAzpTRG5FsyLzEAA45/4DgJcAuF5EPgRAAPykc+4LIvJmAI9A45fs0Kxk/s8zmLBoVPz+9wTwWhFxAD4C4Lo27aiIPAvNw7gF4Dedcx/ZfwuWjXV/fzQRXP4JgA+1rz4B4EXOuRv3sfqLxy5+f8MeYZdt8GwAr2sJ3CfQKp2GeuxiDHhnOw6/F83C+ffBtqNeB8m+HMAFQN8GNwJ4HIBbAHwN7X3unPuiiLwEjWAFAC92zpUWXE6GbTVtMBgMBoPBYDB4MBcLg8FgMBgMBoPBgxFkg8FgMBgMBoPBgxFkg8FgMBgMBoPBgxFkg8FgMBgMBoPBgxFkg8FgMBgMBgMlROQ3ReTzIvLhirwPE5H3ishREXlCIv1UEblVRH5Nu5YRZIPBYNglROSYiLzf+/+iueu0VxCRK0TkNe3x0+OBRUTeJiJHCuVfLyKXbrqeBoPhwOJ6AFdX5v00gKcD+L8y6S8B8PaaCxlBNhgMht3j6865+3n/f6pLaAPcL7mvfRGAX9lF+V8H8Pw9qovBYLiDwTn3dgBBjGMRuZuI/FcReY+I/ImI3KPN+ynn3AcB7MTXEZH7AzgHwFtr/u6SO22DwWCghIhcJCIfF5HfBvBhAOeLyL8QkXeLyAdF5Oe9vD8lIv9TRP5URH5XRH6iPd8rsyJypoh8qj3eEpFf8q71T9vzD2/LvFlEPiYir2t3qoKIPEBE/oeIfEBE3iUip4jI20Xkfl49/lRE7hvZcQqA+zjnPlBh8+M9Bf3jIvLJNulPADxKRGxjKoPBsFd4FYBnO+fuD+AnAPz7UuZWpHhZm7cK1mEZDAbD7nGCtxPUJwE8F8ClAK51zr1DRB7dfr8Sza6YN4jIwwD8HZrtmu+Hpj9+L4D3KH/rOjTbrT5ARI4D8Gci0ikiVwC4F4DPAvgzAA8RkXcBeAOAJzrn3i0ipwL4OpotXp8O4DkicncAxyeI8BE0BN/HE0Xkod73SwDAOXcD2i3XReSNAP57e35HRG4BcN8K2wwGg6EIETkZwIMBvKnVAADgOKXYPwNwo3PuVq9MEUaQDQaDYff4unPOV2MvAvCXzrl3tKce3f7/vvb7yWgI8ykAfs8597W23A0Vf+vRAO7jLUA5rb3W7QDe5Zy7tb3W+wFcBODLAD7nnHs3ADjnvtKmvwnAvxSRfwHgh9D4+cW4C4DbonNvcM49y7P1bX6iiDwfze/xSu/05wHcFUaQDQbD7rEC8CW/z63AdwD4ByLyz9D0v4dF5G+dcy/IFTCCbDAYDJvB33nHAuDfOOd+w88gIs8plD+KwQ3u+Ohaz3bOvSW61sMBfMM7dQyFPt459zUR+UMA1wD4AQD3T2T7evS3ixCRRwH4fgAPi5KOb69lMBgMu4Jz7isi8kkR+X7n3JtaV7KiK5hz7indsYg8HcCREjkGzAfZYDAY9gNvAfBD7atBiMi5InI2mtXU3ysiJ7T+vt/jlfkUBtL6hOhaPyIih9pr3V1ETir87Y8DuIuIPKDNf4rnD/xqNAvw3u2c+5tE2ZvRulBoEJELAbwSwPc752IyfHeMXTUMBoNBhYj8LoA/B3BZG6LtOgBPAXCdiHwAwEfQTPS79Ra3opmo/4aIfGTdv2sKssFgMGwYzrm3isg9Afx56//2twCe6px7r4i8AcAH0LghvNsr9lIAbxSRZwL4L975V6NxnXhvq5zcBuB7C3/7dhF5IoBfFZET0Ci5jwLwt86594jIVwD8Vqbsx0TkNBE5xTn3VcXMpwM4A8D/09r4Wefc40TkHDQuF3+tlDcYDIYRnHNPziSNQr+1rmTnKde7HmmXsgDinKuonsFgMBg2DRH5OTTE9aX79PfuCuBtAO7hnBuFRWrzPBfAV51zr17zbzwXwFecc69Zu6IGg8GwzzAXC4PBYLgDQkSeBuCdAH4qR45b/DpC3+ap+BKA1+6ivMFgMOw7TEE2GAwGg8FgMBg8mIJsMBgMBoPBYDB4MIJsMBgMBoPBYDB4MIJsMBgMBoPBYDB4MIJsMBgMBoPBYDB4MIJsMBgMBoPBYDB4+P8B5Pq7fgb/WvwAAAAASUVORK5CYII=", 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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "sigmas = {\"radius\": 20}\n", - "s_hr = SimphonyWrapper(hr, sigmas)\n", - "\n", - "circuit = make_ring(s_hr)\n", - "#run monte carlo simulation\n", - "simulation = MonteCarloSweepSimulation(circuit, 1500e-9, 1600e-9)\n", - "runs = 5\n", - "result = simulation.simulate(runs=runs)\n", - "\n", - "#plot\n", - "plt.figure(figsize=(10,6))\n", - "for i in range(1, runs + 1):\n", - " f, s = result.data('in', 'pass', i)\n", - " plt.plot(f, s)\n", - "\n", - "# The data located at the 0 position is the ideal values.\n", - "f, s = result.data('in', 'pass', 0)\n", - "plt.plot(f, s, 'k')\n", - "pltAttr('Frequency (Hz)', 'Magnitude', \"10-micron RR Monte-Carlo (radius)\", legend=None)\n", - "plt.tight_layout()\n", - "plt.show()" + "The models can be found in ``simphony.libraries.sipann``. See the simphony docs for tutorials on how to use the SiPANN models." ] }, {